{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import librosa\n",
    "import librosa.feature\n",
    "import librosa.display\n",
    "import glob\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Activation\n",
    "from keras.utils.np_utils import to_categorical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def display_mfcc(song):\n",
    "    y, _ = librosa.load(song)\n",
    "    mfcc = librosa.feature.mfcc(y)\n",
    "\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    librosa.display.specshow(mfcc, x_axis='time', y_axis='mel')\n",
    "    plt.colorbar()\n",
    "    plt.title(song)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/kJJDCpXR/FR82F7qOyEK0uSl+kIy5V4iPWeqHxTVkfp9SH32+dzXr9G+kNxH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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feae6bf9a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('kick-loop.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ThGhlSTaYajHDL+aEPrC+fIBvKurlAj+ry1P/SZYIEYeGaGoYjlasLx+OVpg6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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feae407f860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('whistling.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DSkjEYUMYe8b5AWHoztsTkJsFcdxa2jrrU+LVR9DlIdKd0d3/ICqB9vRRxuXRVFfp5FGL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\n57gykH2PcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fead4788470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('genres/disco/disco.00035.au')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Dce2ptk6+qK/4HBcVp7k/rbuztR0nNmGfNq5xobT/dj+L7ZlSJoLPkSl07Kwf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\nlFJKKaWaogWlUkoppZRqyv8DNIs6I0r5ax4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fead4140518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('genres/disco/disco.00070.au')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gM5RCCCGEEGJ76B7KYxj3dS05eX1l0fxhwMDCQgXVwIqRN1eFvaYK5o7yAa7S\nrGJWGA7i5tJSUh4bjQV4izfTwkRTVJ9Z0DGkNAxtGSmPTYMRzAXezDFGwTBAMCmkZK4to85akKwu\neR8fxNW2UEWDRCyfLrw2GC3cgYa+QaPN9o6e0aHJieobXlJiyzIo/9ajsN98lusk75/MLqmMF9kl\nhpciSltGtjE00XRRdfuMrCuTwhZiZfqt6uoo/k32Bp/NYDwmlYw3TTY+JDuEjUdr7SPQGVVSG6tH\nfaNLO+ry2bbgFGmtMPPc1kK6oxmoWvw0YjADpTyF/mHDNh/NHtnqk/atR8HQM16Kxp5oTKnqbJkx\n6q6sLRlzJkU4wWhipT1nEdEutMiCs8aa0QxsQslOUi4P7CndctNPR1HHwcbS9tvg0HIEXd2lscq9\nV25Wd3aYbBpJRRTtRSV5n2Rsms2wOPSX/Tx8H/T72JfX9PGYll66h+uJVrKmyWNHsp/04k39J9m0\nLGyvJpN+m5kmg1QcR+fJ8BLK21IbH5iqslkp1UGZ1DLtbZvL25smGG0KS5K1wcYSTFYTbCm2vWym\nGkEy7pRWrmSdGk/w2Qxvmn46Yj3beNyN7XXV/T4U5rXcB0cjbD4PbTdZf7L1i7XGsi7DOT+Z4nco\nhRfKOeavrkM7KPOX6jkZtiqDebAIeRvH8abpfgvazgIE4HXs4ynfEPpo/O21UWdXa6erwZJVGt2i\nGcnqOpQnTbZ0ZdPYgr7t3obx9ShBT3kLIYQQQohto0veQgghhBDiyNFDOUIIIYQQYtvoDKUQQggh\nhNgOpjOUQgghhBDiiDF0hlIIIYQQQmyH4+sp710/12pmtZl90MzeEpcfYGbvNbNrzOxPzWwS19/f\nzN5hZh82s3eZ2VlFGPczs7eZ2SfM7ONmds5up1sIIYQQYtcwwuultvLZLCizx5rZ1XFu9bzdT/xa\n9uLi/c8AnyiWfxn4dXd/IPBl4Glx/a8Br3H384EXA/9/ccxrgF91968FHgLcvOupFkIIIYTYNeL7\nrrfy2SgUsxr4HeBxwHnAD5nZeXuQgR67OqGMZxm/B3hVXDbgkcAb4y6vBp4Yv58H/FX8/k7gwnjM\necDI3a8EcPc73f3gbqZbCCGEEGK3sara0mcTHgJc4+7XuvsUeD1xDrWX7PY9lL8BPAc4KS6fCtzq\n7kkTcD1wZvz+IeD7gd8Evg84ycxOBb4auNXM3gQ8AHg78Dx3H+gtwMyeDvwCcMppJ52wvZRbPM08\ntGgkolH0+e2IAAAgAElEQVSgNydP90KUlZ+sH4loAAlGkcIy0jNoLDD5RBuGTSbBCJHSOIgvG1Wq\naE6oa0imimibaafzsOyOT1dDmkajmKe+4aZMd7ZblGWywKDhbUt5tJfHrGfcSHkozQqFkaGz97TZ\nvgFBDrSmLlLakw2m9c6e0czD8ijZRmIdV4P7WEqDSdt0lqM2mlBSXTdgo0G8w+95XTDzGEBltCsr\nawYKL+og14MnM0TTM4zg02wA6dI9MDeV1o62aGupPtpoLEqZSYYo69ptzwSU4lp0I/mwbmN782S8\nmc87QxF0dTGfhfRMJtHeE/tIMmIM05nMHQDRKBLWFRaqMk3eBltKsi2lTW3bNzLFNHftv+2sNKlP\nJco+FsvUcxsrTB0pvtLQU5isrK7xmN5skDFbY5PJyatHa4w/2XKywAKU1w/rrTCp9FjUPzdjk7Mn\nQ3NO+pvi99ksWJNS+pomlHvqt4W9BjfM0vc2m3dCvYVxzUbjvD1Zd4bjeG/sBarJuGsjEK1khdmF\npn/sZNIF1vbr2KfTXtosGmeYz6kmSyEe95jOeTAXVVUoh9h+PfW9GL5Ngk3Kk4lp5VCXtlnMX113\nZZH6UVn242i+KdtLMkhFm1Bqt4yX8m8HzTxYciCMTQfvClataKXJv11mIQ9V/B6tbO10Gg5dXg55\nnSyFuhqN+7a4sXWWm7oOL/xu429UzF8e96m7cs3jfx3CGluw/FiFVfOc7nDcUYZxOO+hPM3M3l8s\nX+Lul8TvZwLXFduuBx66/QQeHrt2htLMngDc7O4f2OIhPw883Mw+CDwcuIHwCzICviNu/2bgq4Cn\nLArA3S9x93Pd/fSzTz1lmzkQQgghhNgtrFM9b/aBL7r7BcXnks1C32t28wzltwHfa2aPB5aBkwln\nH08xs1E8S3kWYeKIu3+OcIYSM7sH8APufquZXQ9c5e7Xxm3/C3gY8Ie7mHYhhBBCiF0jXAzakae8\nbwDOLpbz3Gov2bUzlO7+fHc/y93PAS4C/srdf4Rwf+QPxt0uBt4MYGanWfeGz+cDl8bv7yNMQk+P\ny48EPr5b6RZCCCGE2H3iLUBb+WzM+4Bz41t0JoQ512W7nvwB+/GK9ucCP2dm1xDuqUxnGh8BXG1m\n/wKcAbwUIN4r+fPAO8zsI4S7Dv5grxMthBBCCLGj7MBT3vGK7zOBKwhv1XmDu39sD1LfY09ebO7u\n7wLeFb9fS3giabjPG+me/h5uuxI4f/dSKIQQQgixx2zhHZNbwd0vBy7fkcCOEJlyhBBCCCH2GrPD\necr7qEcTSiGEEEKI/UAubyGEEEIIsS2G70A+htGEUgghhBBirymlHscBx/2EcqENYmsHdgKRbKDo\nzDmltSGT7SmFhcQcBgaLYCiYRytB2+07MHGEKAtTSF3Hey46Aw4eTRL1qDMW1GAe96sMp7AjzAfl\n4Y7PG2xgeUlGi56xZmghKW0yxfaQr2RDaWA+z9aIsj7SspWWnJSfMuyBOcfbNm/zEBBWjfp2FauC\ngYVghLAsg2nCcspL21kmspVm+ERdsrREU4OlOrXCpFRZSEysX7NgcPHpNFqXOiNENsdE+1DOfzKm\njMfhuKJMS4tGMAXN8ek02C+Kcirrr21n2fSSDRhtZ79JbcuSHcbbYKigy0cuM3OIbaef5sLSVJgs\nQthNiM9bci9pCOVX19A2tKsrOc3VaNSz5KQ+lus0hmWpDGMYQwNOrx5imrxpoA3tIRtFUltKbbFp\ngnkJ+m01xb2oT/qwP8Uycgs2D6vwOva/ZCOxCq/ablthO8rFaVVhh6LXJ6kMays8WYiKOshWHG/7\nZqSy/KNNZdGtW6UdZt0fuwXmm2T4WVN2xT7Deur1/1SmVuE+6xm9khHF57PwvQ55stG4sz5VFqxH\nMVPBtjIJ+41HIdz5rCur1N+LcSa/DzDVYbS2ZHtL6yFugNRuAZ8lG4th40mwwNSjXH+5tNKYbVWw\na1WGVePO/GWGjcchziLMYJ+x8HuU8jcah/FoPqNK5VMYkarJ0sAyFcOK4x+th3Kpu3pJYxath/wl\n01LTYG1sF6NxrLP4W1LXoZ1lI1QyQI1gQrBjxbq2peVczrms499gF7LOYGRhPPVkTaoslElKnznu\nsy6sus52I6smsZxbGI97NiuaBhtPcrqOCjYzTR1DHPcTSiGEEEKIoxI9lCOEEEIIIY4YXfIWQggh\nhBDbRpe8hRBCCCHEkWN6ylsIIYQQQmwDQ5e8hRBCCCHEkeOA65K3EEIIIYQ4cqReFEIIIYQQ20UT\nSiGEEEIIsR10yft4INlfyspMJhKreuaaZI/oWXEg2DgK040NzQSQLQ7ZUJKNAi3e0Nl4oglhaL0w\n6n5483k0vxRGksbDm/8L20Q+pvW+AaGuqUbjGDYwmcBslvOfTQV0QQ0tNzaOZoa2zaaD9ewYDpBs\nGMmik8q+rjtDz9COk5bLuln0vW27vJVmB+tML7lMkyViUC/ubbbAlOH06iKZZJqGtpl25ZTCS/t6\nG8oh2kg8GRvmDtFokeK10TgbI7xpsHHd1dVo3O0XjRipzELdtmtsE2UdJLOQN/OcrrJSvZljjLo2\nk9LdNJ3VpmfgaXrrgmmnWG8W4kqmoWbQJpqGKpoyslEKcjn6fJbtFUP7S0h7d0ww38w7S9EwXwML\nTirrbFqJYSaLUKoTi2HYJNZDMqQQoi9NJGWcXXh16NNFvqgJfTiWgVnVMylZm/pJ0w8vf287S05q\nb0XfTmnLlOnzfltIY121vBzbveX0ZFPPOg+cDo1jts6DBOut7+VpYBeyyaQz2aQ0JYNQYSarDhzI\nYVi0YQUjWMxDtKZ404R6NiPbzaq2WEcwLDmhzZXx9KxCDd76wrbmqT1XyQwWTS7zeWH+qTsLVVOY\neEKBYhbb4tIY5sH6wngpZHFBOVHXXfuNliCLYaWy8Db+DhTWtmw/Kus7pre0teUxJplzJhMYjXvj\nJ/NZ1xahM2El49io61PV8jLtygo2n4f1sY7K36LcBqLtxqfTzio2mWDjJfzgXTHdM0JHbLPxLVvg\nou0sWMwcn8/w2SyYh6yina6G362mwZYP9Ot5PzE95S2EEEIIIbaLnvIWQgghhBBHjumStxBCCCGE\n2AbGcfVQzvGTEyGEEEKIYwi3akuf7WBm/4+ZfczMWjO7YLDt+WZ2jZldbWaPKdY/Nq67xsyet5V4\ndIZSCCGEEGLPsb1yeX8U+H7g93uxm50HXAR8HXBf4O1m9tVx8+8A3wVcD7zPzC5z949vFIkmlEII\nIYQQ+4DvwVPe7v4JoHurSseFwOvdfRX4lJldAzwkbrvG3a+Nx70+7qsJpRBCCCHEUYUdlinnNDN7\nf7F8ibtfss0UnAm8p1i+Pq4DuG6w/qGbBaYJpRBCCCHEHnOYLu8vuvsF6200s7cD916w6YXu/uYj\nSN5howmlEEIIIcR+sENPebv7o4/gsBuAs4vls+I6Nli/LnfPCaX3bRfZJJFIb/IfWDFKg4fVdf9t\n+9Xi/zKy7aY0OwC+xmgRDSh1F1ayaOT0FPG101WqyVI2u3jTdPvTtz4k849Hm0dORzRH9GwZyfyQ\nDDLU2fAwzLsNOoLVazuGTep+2qOFIdl3qOvOwLNomc5UFBMRy6Sw+URrRLZ9pPwkCoORWdWZMYbW\nk4GBxGm68oiWCUZViK+u15osUnrK7+NRzkMq13Ss1ZOQH/ds/gCyxSfYI4o8xrx4Ow+Wl1QGybpS\n2jWi4WNojUkWj54lJ7XNKpZ10/RvFI9pxKxntxj2o7x7GadHS00y9lTWhTcah3zNZ3gTDFDBTtKZ\nhtaYX5JVJ10qSpYO92AkimYQG49DOlKbmExCeY5G0TZlfXNJUY5UdWeNGrSrbMwZ2JloU7nWhbHK\nemW0Jr4hySRS2pq836dyX0h1XZp3inB6dqthPcUyt5TmtsKrNvYb6/eflPcj/M3rtbuiv6T0hfZY\n53aCt8GQYlVoF63nPKe2uWY8KK1nbVFvHvNaWGNoY1jTac6UQWelKk1V81mw36QCKMxVEMbgbFer\nR9ngkqxMOZ/R1hLabSzIZMiKvw/ZmLVyMKfV2zaYfMygqoKZJ9Y581n4PhqTB4nWSPKd0uxj41E4\nJoZjpfWobbrfumKcdzd8OsVXVro8pj5Z1/hsFsepNAZZ/m5VtB6NR1STJXw8jm26DmWdxrL5rBsX\noy0pm38gWtDATjgxtNNDse3U9PveKI6Fo2DCoZnnsTaN99WBE+K+YxiPe2P0fuP7m5rLgD8xs5cT\nHso5F/hHQrc418weQJhIXgT88GaB3T0nlEIIIYQQ+4pt+5VAW4rF7PuA3wJOB/7CzK5y98e4+8fM\n7A2Eh23mwDPcg0DWzJ4JXEH4j+VSd//YZvFoQimEEEIIsdfYnj3l/efAn6+z7aXASxesvxy4/HDi\n0YRSCCGEEGKP8T06Q7lXaEIphBBCCLEfyOUthBBCCCG2g85QCiGEEEKIbWD7/ZT3jqIJpRBCCCHE\nPqAzlEIIIYQQ4sgxw233n/LeKzShFEIIIYTYYw5TvXjUs2sTSjM7G3gNcAah3C5x9980s3sBfwqc\nA3waeJK7f7k47puBfwAucvc3xnW/AnwPUAFXAj/jvo6mo6TcJZk+Fu0zXG8V0GQDRc8ckS0Y0TaT\nTB5VZ+4orTlG3bMU0EYDxpjOXpP0BnURDkBVmCW8hSYYUyyZEcp4kn0Ask0hWXmAzhoA2cQSzBIN\n1HUXZqKmf3xKX4qvsGv00pjiSnaKgW0kBWRVUXaFQcOs6tJXrCutL+GQtluu6ygH6o5LFpCwMCjP\n0pzBoOxSWyjbjhkWbR4ALC33TBRAMFcMTSiFkaIXRyyDvI8Z1OPwPcZhA2MKZXkR7Bde2H7KNpqM\nLrksijLN9VX3wwz1VUerTVGOdZ3NJPnYeJwPTUFlX0j7e4uNR31LTNsEOwrEvlEFo8Z8ls0uoX5j\nPdejfvtpGmxpOcYT7Bu5PSQ7TEllXRtzz3aYdXHv2uBG+RwuWxXaWFXjs2lnLkrlFi095XE57IGZ\nphdmb3uLA8OTGr3xqaHXV4bGHtq2G3voG7+yDWtomxqmYwG2qOxT+obrYx0DmHswqySLlVXQzMO6\n2P6srjszTWlySvkajUKY81lnLAJ8dSWOH/0xJdul6qId1vTKOe1T1Ut5XM4GnFn8G9PmPWtMiM9G\nY2xcGHGWD2RTD0RbD2Q7UjtdxafTbAwLNqjOQONNg6/OgvUp1oevrnRZKmw+PfNZ+n1pC1NQ0/T6\ncy6vmH+fTrsxLrYfT6adZNQZBwtRaVZL5ZLjGE+wWGftHbd3FqtUz6EBZCuRHTgQfiPrETTzmIam\nq+Nk+mmbHD51nMYkE1GycJVjdrYKsXbs3meOp0veu5mTOfBsdz8PeBjwDDM7D3ge8A53Pxd4R1wG\nwMxq4JeBtxXrvhX4NuB84EHANwMP38V0CyGEEELsOh4fzNnscyywaxNKd7/R3f8pfr8D+ARwJnAh\n8Oq426uBJxaH/Sfgz4Cby6CAZWACLAFj4PO7lW4hhBBCiN0nvNh8K59jgT1JpZmdA3wT8F7gDHe/\nMW66iXBJHDM7E/g+4JXlse7+D8A7gRvj5wp3/8Q68TzdzD5pZl+47ku37kJOhBBCCCF2Bjfb0udY\nYNcnlGZ2D8JZx2e5++3ltngfZLq55zeA5/rghiUzeyDwtcBZhDOcjzSz71gUl7tf4u7nuvvpZ596\nyg7nRAghhBBiZ3AzWqu39DkW2NJDOXEC9253b4p1D06XtDc4bkyYTL7W3d8UV3/ezO7j7jea2X3o\nLm9fALzewkz8NODxZjYHzgXe4+53xjDfCnwL8LdbzaQQQgghxNHGsXJ/5FbY6hnKK4C/MrOvLNa9\naqMDLMwM/xD4hLu/vNh0GXBx/H4x8GYAd3+Au5/j7ucAbwT+o7v/L+CzwMPNbBQnqA8n3I8phBBC\nCHHMcne8h/Jq4FeBv45PXQObTqu/DfgxwiXqq+Ln8cDLgO8ys08Cj47LG/FG4F+BjwAfAj7k7v97\ni+kWQgghhDgqOZ6e8t7qeyjd3d9iZlcDf2pml9Ld+7jeAX/H+pPOR21y7FOK7w3wk1tMpxBCCCHE\nUY/Hp7yPF7aaEwNw908C/3f8nL9biRJCCCGEON65252hdPdvKr7fCTzJzO63a6naERacQF1PrpPW\nt23PdpJsEdmW0zThrf7JMrPeOdrSkDG0VCSqGsyxhr5hZR0TRUpLskfYeNJZF1rvLA+jMVBH00Nh\nCqjpzDjDtNZx/2R6SN/bQdrLVxdU+b+MYvMohG++1hoDfXONWdjP285qk8wqhZLHo3nIBk3V6mj0\nSGlfFFc2MRT5WPTfYLYYtcG6sMaMUthMrILVlW6fmGZvGoi2j0XmkZweMxgX1pzSiJMMDsmSQTTK\nZLNMNNaMRzBewljFaTrbR1m1yX6RyrSedNtKe0tqN4XZyKCXFkvpS3abKph3hiamnmypsrDcejiu\nosuHew6DOuZ3NManq53hJZlMUljQGT+WloOdJPZNr6GaTDq7TDZmdNYqn05DPPPCSLNImDFv+/13\n2BbKdVaFcNJyNouktmaEjpJsRxWllSSkoem3yTLsRVSp7/StRT0LTC+50ahSmKV8dTXnz+lsS55M\nUym80gi0YFzKppsijkXx5/VDW0/Vz2Ooz2hIqapgQ2qazmhVj4IhajYPfa40UY3H/bqIdqieDSb1\nNVhjiiobQ7DehHLxZo5Hm5rFscHNqU48kXZlJYQ5GN+trrv6SGmyCl9dxSaTaMYa5Xz5dBqsOlWF\nnXhi1yY8WJFwD6Ytj1at1vGqNOFUufxoyL9X1OTfDOjsPhbNMk6ztr15G/rTgQO0hw6tqU/aFlta\nDnaq0u5U11gDtrycl1O+Uj+08TjUU4wvl1Pr3XKyhTXRKDWZwGwW230V+jYEE04238xDebYt1PH3\nLP0+5vIfd2Ns0yxsz/tFuzdvb9wTNpxQmtlvsfGl7Z/e2eQIIYQQQtwdMHwPJpRm9qvAvwOmhGdS\nnurut8ZtzweeRviv6qfd/Yq4/rHAbxL+/XqVu2/2vMumOXk/8IH4+d7ie/oIIYQQQojDJLyIe08u\neV8JPMjdzwf+BXg+QNRhXwR8HfBY4HfNrI4a7N8BHgecB/xQ3HdDNjxD6e5JkYiZPatcFkIIIYQQ\nR85e3B/p7m8rFt8D/GD8fiHwendfBT5lZtcAD4nbrnH3awHM7PVx349vFM/hnGvd8KluIYQQQgix\ndQ7jDOVpZvb+4vP0I4zyx4G3xu9nAtcV266P69ZbvyFbfW2QEEIIIYTYMQ7rcvYX3f2CdUMyeztw\n7wWbXujub477vBCYA6893JRuhc0eyrmD7szkCWaWXNzhIS/3k3cjUUIIIYQQxzMOtL4zD+W4+6M3\n2m5mTwGeADzKPb+a4Abg7GK3s+I6Nli/LpvdQ3nSZgEIIYQQQojDZy/uoYxPbD8HeLi7Hyw2XQb8\niZm9HLgvcC7wj4SThuea2QMIE8mLgB/eLB5d8hZCCCGE2Af26KXlvw0sAVdaeC/ue9z9p9z9Y2b2\nBsLDNnPgGdFOiJk9E7iC8NqgS939Y5tFogmlEEIIIcSeY7jvyVPeD9xg20uBly5Yfzlw+eHEowml\nEEIIIcQe40B7jGgVt8LxO6F0OmXeQPHVU/UNtxUaLfc2K+Xc26ClcguqwKgsS/qpvA6ABm+aoMij\n6pRspeqrVKUNVW5JgZbTG47p6R9HRbpHVV/b14ZmmjWCw3Ko6PR3bdzeNp3eirbQL7Z9tZh71DsO\n8lPq/MoibYu8J9bTUcZy6Cm90rGlyqwMq7Ks2PKkcczb2qwBI9Vl1QalZCqrRCq/Zh71kYUyr5f/\nNqjfhoq6qF90s6Cii+rArP6bzbv2kHRgSfXYzGHugzKsivog6BpndNtGo6B6rMl6xp5aLuU76Qbr\nustjUda5zaWysq48c37ns6g5a7ryaJpOfZjLttDAldq73Abqfp6s7cqpdarJUshXir8ynKivLJWo\n8bvZKCj60obYjm00XqMibGdBWVqWQdIR9rSEbQuk8WGgZ3MPNtOkHKyrXlipjVlK83BsSWWQyqTX\nJ9ZTLaZ2X6hGh3rYQp/YU452ievaJGR9awi3UAM286A4jQq/Uq24SKvY066ut89w36HiNWQiqGTr\nUdefRumnaZp1hQZBuZf0l6kfJp2eFW2r6WskO21nMXZFXWqm9ahdjJrGUYXZEj6bBtVn04R6SOE2\nYcxM7S3rcWO/AMLFwsmB8H0+CyrBqu4Up5UFlatVWGUhjkKlmlWkUY9qRd2GNI5ynzJYo/G11nt5\n7KlgU1ssfyfa8NvleTxsgmoxhpu2WV2HfCdt7bhUuzpmht11ZzfOxLjalZUu7ZOlrDq1pWVYPtC1\njVKPuLScxxxG425cK9tQXUMT20zbdGN4DdgI5vPeb6SvFvW+zxwrnu6tcPxOKIUQQgghjlZ8557y\nPhrQhFIIIYQQYs/Zm3so9wpNKIUQQggh9pjk8j5e0IRSCCGEEGIf0BlKIYQQQgixLTZ4lO2YQxNK\nIYQQQoh9QGcohRBCCCHEEeOYnvIWQgghhBDbQw/lCCGEEEKII8c7J8HxwN1jQlmaYoY2h0V2h2gB\n6QwoYbW3QZLk5hh1ZxOAYKvwLqxsXDDH5wveyl+aKhqiEaPpzBVxn56JBII1Ypjutg3GgnocjQQN\neNW35MR8ZUuNR2NMssw0Tfg/yQozQ7INFCaUYLEYZ5tGPy1FXNGM4bP5GrtHTkth2sllWeQ/mzrW\na6atg0W7RbJ90NUJTcyHt711lvKS8pY6tFWd1aW0yiSrhNXBArG01G9L8RgrzUnJABPL08ajzhTT\nS8882ynCMSnMZOlpspEj20aaBuqmKMPOLFOWpVUG1CHeWEa9ck6U6ZnP1hhkvG3x6eqadaFskr3J\nYjsujDPJwJGKtzQsZUtH+kswYtR1MIdU0aAxrvumIiv+m0/2l2YeTBh1XdgxChuTt1g96urY286O\nY1WoolRPdbWm/eVwzKIRJxqFktko26ViW06mlCYPHF1+syWm6dITyyT39bJ+SjOUt2stQMN67Jmi\n+padXISpnIamK3e8mRf5864c1qsDOuNQr6yKbRvi3sWX+svIurFnNA4Wlvk8tCcI9TsN5eezWT6+\nZy5qGow6tKkUbhon2mLsGpSj1XXYf7wU2tN0NYQ3nRb7VnCPA1QHogFndaXXr2wy6dpG08B0GtpE\nav/zOcymXXvNBqkxVs3z+OxtqI/c70oDUjS4MR5365qmy1duRwv6X6q/peWQFm9hOi3Gq2jHSf1x\nOu2Nh8H4Rd8Al8aA8bgzHS0t4ysHwzGtY6Mx1Yl1sA7F3wVPY/R8BrPVGEHVpbM0a5XjxnTalbG3\nMK9CGGahnaTf3MkEVlayTSwbuMr63Ef02iAhhBBCCLFt9FCOEEIIIYTYFoOT+sc0mlAKIYQQQuwx\njtHoKW8hhBBCCLEddIZSCCGEEEJsCz2UI4QQQgghjpzj7LVBx8/FeyGEEEKIYwQnPOW9lc92MLOX\nmNmHzewqM3ubmd03rjcze4WZXRO3P7g45mIz+2T8XLyVeDShFEIIIYTYB9KrWDf7bJNfdffz3f0b\ngbcAvxjXPw44N36eDrwSwMzuBbwIeCjwEOBFZnbPzSLRhFIIIYQQYh9o3Lb02Q7ufnuxeCKdzuNC\n4DUeeA9wipndB3gMcKW73+LuXwauBB67WTzH9z2UheECWGzFGe7ftrTRjpCWO7tFNI1kK0Rn1Mgm\nDgo7ROs4zUJbxForTWfwyOYHgpWHyoLBArCmDjaNpumZPCzaa2wyC/FGU0BOWwq7TEOyGkSDio1H\nfZsKUColrA0mD5vPeuaE0uTTs3ikvFWjwgw0KIu0/9BcAZ2RJVkfUnkVN53000rPnpBNO9a3h3jT\nwLxIR7KGUBhnYvlmA0iyFjVNMGEUFpQ1aUjpaoJ5I5tT2nnf9gDBkjMLdetVi0WriTfTnjXIoGdR\nMW9DHSdThFUhT2k5lVNKW7Q/+WwWyrVYn/tHHU1A0eCRhRX1CJ/PwjFlH0jmmGG+i7oo22iymnjb\nZuNTNZ8HYwcEu0Yyd6S6JMazupptMvRsUbG/VNZvJx76QLLPZAOKOd5EI0620wwtNam9lG3E1nwP\nfWutmSa1E2I/pQ6mIqs76483zVrrzYDU5zv7SbSwFHXsRVl5LA8r7SKlCSclf/lANvU4Tb/vzeed\noaS0AuU8Fsam0paU9l3Tvzc5Z2EW2nHrsHKoy99o3BlziP1zWthlRiOssty/kjXKrIrtOJlq5jBr\n+v3Cqi6PZRrTWN80wRgVLS9A6P9pDLMKP3hXqNPYFi2midQvmyaPK2ZVrPtopBmNu/qJ9Rr6aeyL\nZkCFjUddnGkMKQ1fVnXGmF6ZVl050XbfkyUojft33RnaYeob0dhjo3HIexOMOTn80SiMQ8kyk9LT\ngFkaN6uuHc1WOzNN6oNNN0akdeXl3GAM8xxfHr9SeTVF3BbtOKWJKhmVvKVdWYGDd3XtN45b1dJy\nZw3aZ5ztX87eKmb2UuDJwG3Ad8bVZwLXFbtdH9ett35Ddu0MpZldamY3m9lHi3X3MrMr4zX5K9Mp\nVDP7kXj9/iNm9m4z+4ZBWLWZfdDM3rJb6RVCCCGE2DPiQzlb+QCnmdn7i8/Ty6DM7O1m9tEFnwsB\n3P2F7n428FrgmbuRnd285P1HrD1F+jzgHe5+LvCOuAzwKeDh7v71wEuASwbH/Qzwid1LqhBCCCHE\n3nIY91B+0d0vKD6X9MPxR7v7gxZ83jyI8rXAD8TvNwBnF9vOiuvWW78huzahdPe/AW4ZrL4QeHX8\n/mrgiXHfd8fr9ADvISQeADM7C/ge4FW7lVYhhBBCiL3GsS19toOZnVssXgj8c/x+GfDk+LT3w4Db\n3P1G4Argu83snvFK8nfHdRuy1/dQnhETC3ATcMaCfZ4GvLVY/g3gOcBJu5w2IYQQQog9wdmz91C+\nzP07IdoAAB4iSURBVMy+hnBj+GeAn4rrLwceD1wDHASeCuDut5jZS4D3xf1e7O7DE4Rr2LeHctzd\nLd99GzCz7yRMKL89Lj8BuNndP2Bmj9gszHhPwS8Ap5x2jxN2PtFCCCGEEDvEZs8K7wTu/gPrrHfg\nGetsuxS49HDi2evXBn0+PpJO/Htz2mBm5xMua1/o7l+Kq78N+F4z+zTweuCRZvbH6wXu7pe4+7nu\nfvrZp37FbuVBCCGEEGJbuEPrtqXPscBeTygvA9Ib1y8G3gxgZvcD3gT8mLv/S9rZ3Z/v7me5+znA\nRcBfufuP7m2ShRBCCCF2nj16sfmesGuXvM3sdcAjCI+6X0946/rLgDeY2dMI1/GfFHf/ReBU4Hct\nvDNq7u4X7FbahBBCCCH2m2NlsrgVdm1C6e4/tM6mRy3Y9yeAn9gkvHcB79p2woQQQgghjgL26KGc\nPeH4NuUIIYQQQhyFOOyZKWcvOK4nlFm9l9RaZmvPL6d1hV7MV4J6MSsFq4GaDaiW6R7PcscL/WEO\nt7LF/34k/VzdKQJtXPcUaDbuq6GS2rGdrmbFmTdNzps3DT5vsKYJiruU7qrCkxIt5TOrxrwrJ7Os\nt0oP32eNXlKaERVjSTdYqCdTvnrlmvKxfEKqkC4d6ynnklIsBVNBX1PWFl/bLo6mUNUlHV9SqZX1\n0Aa1YDud53BC2TddflNbKPLjs1lWzPmheVeW7vjqNLeNajzu2lRdhzS5Z3FqTlMblGhZg2iGeZVV\nnVZFfVpblEXZBqs6bu/aUginr4tM6rKk4sQ9KxR7ZRgVb9WJ9+j0c6VSM8Vb17mcrNTqWRXyauvU\na6Er9Ca206ahnc/j9znVCSdGReO8X2dRGUld4+5UlYV9vO2UnrFue+rNpsFTO7zHSTHPDUbdqeDK\n/lnGl9ppSbkc67Frc2TdnldRF9qE/FajcdZkus96+5Z6Tadog0lx2RZ9pXW87uq9p/0s0uupj5fj\nXfEoqZ10Mqw2WcGR8xrHkKQe7ZVNHEt6ytXUdtx7y1BoU4sxKreD8rFWj2lo5vh0ihV9MKlhbWkp\n6PROPiWo9qJmkdVCKxp1gD7ou9VpXxnjbIKm0Azm897Yvgi7x8nY6GSYroT4iv7gzRQ7cCDsOJ/h\ns3loS/N5SO9JJ/fbxGw17DMehfhnUe07XgKfBZVoVcNkKdZjC7NpSC9N0J7OZngaNxJ1TXXPUzt1\no7edinDa6Q3zOF+21Vg2Np/nNIaxbCXk/4QTo7p1jk9jf5yFMraTTu7aRjMPZWudsjKoH0P+bLzU\npWk07pSHsUyzhnF1JY9XngyXbWyDZjCfBhUj4LNpGAvns+6Y2IZ9NsMOHYy/CQ22vNzV6WQpKyat\nHDf2E4dmD57y3iuO6wmlEEIIIcTRSDhDud+p2Dk0oRRCCCGE2Ac0oRRCCCGEENtCD+UIIYQQQogj\n5xh6x+RW0IRSCCGEEGKPcfZGvbhXaEIphBBCCLEPaEIphBBCCCGOmPjWrOMGTSiFEEIIIfYBP45u\notSEUgghhBBiHziO5pOaUAohhBBC7Ae6h1IIIYQQQhwxrtcGCSGEEEKI7SKX9zHBgmn/on8F0rri\nb3PoED6b9XZLMnmPj2T56hSqCtoWd8fqmmoywb0Nj21VRtU0ePzkR7kqy9utrvO2amkSBPdpP7P4\nCFhobTYeh8MnSyEOwMq0WQXeQlXDfN7tY1XMVpcus4p2uhrz2+a8t4cOYlUV0gTdufiqWluabYvP\n5l1+UhxlmVkF7tgJLUyn0DT4fBbCN+uXe9uG8kzbqmpNGmhbvGmwuM3nDVSGT6fQOj6f9eoIwFI9\npHBapz755JDPtss7VoG1OU2pvgFsNA7pAmxch3qbTvNxNhqHckx1AHjbYnXsXpXleurKtqsL6jrm\nu+rqow7xUBOOSfvE9mQHDoQ8N3PwmPeYH09th3Csz0KZp7aQ6sqsynWWt596Ohw6GMPrws/1E+uA\n1mHUlVHKM4BNJrGu5125E9qwxbK15WWs6BPGKMSTyifVWbEu1TMHDuCrK/3+kohlndZbSmNd46sr\nvW3ezkP+5nM8lm/ZTnrhDdaleizLtI1lSmWhjcY27incpgnxAb6yio2mtLNQzrndzJveuNJr/xDq\npa7zMd46Vlm/zdf9ein7KIAdvAtfWQltpShDn8/weYON6l64FsvAi7zGAly8HvAUp7ehbMuyGtQR\ndei31YknhrSnvpza30qM5/ZbcxtnNMKn09DW3LGl5ZwmL9pQc/NN+Gze1Vdd53RT11QHDsS6qkL/\n9Bara9pbvhh+A1I/HY+hbfM43N5xO+3KCjQNNhpj4xFUIQwO3kW7uoLPZlhV0c5mIew7Q79J9WNL\nEzALY3rThH3msxBvGv9iX07xUtehzuZzfDqlufFzedyjrIf4+5LbYV2HckvjbtPQfO56fDYP6ams\nK8vRGL/jdtqDh0KwsQ/ZZAJ1TXvbrV1fLOoylV3O3/JyqJe6hiakndkMX13t6inmz1en3W9WOr6u\nQ93NZ6F+xqN+u4FuHeQ69qbBlpdDf1tZwWdzqhMO0DZpzLb8G3I04MMx7Bjm6ClVIYQQQoi7Cem1\nQVv57ARm9mwzczM7LS6bmb3CzK4xsw+b2YOLfS82s0/Gz8VbCf84PkMphBBCCHH0slf3UJrZ2cB3\nA58tVj8OODd+Hgq8Eniomd0LeBFwAeFy7wfM7DJ3//JGcegMpRBCCCHEPtC2vqXPDvDrwHPo3w94\nIfAaD7wHOMXM7gM8BrjS3W+Jk8grgcduFoHOUAohhBBC7DHOYZ2hPM3M3l8sX+Lul2zlQDO7ELjB\n3T9kZuWmM4HriuXr47r11m+IJpRCCCGEEHuNO83Wzz5+0d0vWG+jmb0duPeCTS8EXkC43L2raEIp\nhBBCCLEPDF6OcuThuD960Xoz+3rgAUA6O3kW8E9m9hDgBuDsYvez4robgEcM1r9rszToHkohhBBC\niD0mXPL2LX2OOA73j7j7V7r7Oe5+DuHy9YPd/SbgMuDJ8WnvhwG3ufuNwBXAd5vZPc3snoSzm1ds\nFpfOUAohhBBC7DXFq2b3icuBxwPXAAeBpwK4+y1m9hLgfXG/F7v7LZsFpgmlEEIIIcQ+sJ2zj0cY\n3znFdweesc5+lwKXHk7YmlAKIYQQQuwxzs69tPxoQBNKIYQQQoi9xqFtjp8ZpSaUQgghhBD7wA69\ntPyoQBNKIYQQQog9ZrtPcB9tHN8TyjTzr8DbFqvCW5LK74uWm0MrzG6/sxeU1TXVqMZjmG3TFPF0\nj2l561hlUA3eyJT2Gaz3eQgnH9O2UFXU4xHtvMnpslGNVcb4pHvg7lhdQ9vm79VkApVhVYW3LT6b\nhxdcWZHP2Szsb4Y3Tc6LVf+nvXuPteU86zv+fd6ZWZe9z83n+MQ+cY6NSR1KgkKo3JRCVAXkBFO1\nTVMKCmqBqoiARICqUlVKJZoWIqUolKKqSgk0EpUKbtSQYpWIJFSotFQidhITXwIhCQdix9g+Obd9\nWWsu7/v0j5k1e+1jn2Mfr7338l7+faStPfPOOzPPvJfZ715zWe18LCvitOq3ARDybFfMFgxv2nVT\njISsjWuXELBgmIU27mfOt0VQNXj30i3Lst3l263Tl1+bOCvUdtrTruWz6eryZn8888d0rXrI18f9\n+rO82XBAanbqdL49WJbt2ncYjfC6bpcVBdnauMto4N7XqVP2ddLOA1nW5yNGUhPb2GPs63M+VkLA\nm9iXjcd22i5cJE7KdrueMAv4VeVjFmgm03ab3bbMduKxYG39WOjb82A6JU5LUl1jXfnPts98PSff\nNT9fXqHI27Lt6jqW1a46D3mGFQWhyCHL+tiz9XXi1hZeN21b7bYxq6dZuQ6AOJnspHkiNXFX/9yJ\nq40xKyvi1tau/tA1AlLVPOexWLBnt8G59bpMzzpObyLWxRJmxzzI+7qZ1fmsfmb79LnzyK4Y5qY9\nOamqd+Xr67urS8uv7lu7+1Ozsdmf8zwlQlEAkOqrttvF3q8/Oz9dNW1Z1rfbq76Foz3fzOrv6li6\num0uXCTkGdn6Ola0f5KyI0e7/Rhe14TBEFtbh7zY6T/bWzttc3Y+ibHN1+3Dp9vYcNTub77vNXUb\nf1FAjN182yc9OWH9SLssL9p8KUJV7dpHOH1Lu90U221UZTs9HLXrhwBmhBjbfZbTXXH2bSrLMGh/\nhyPtdIrtslm+rv9iAZtbj6qE4WinwOfrKMXdN+jFZme6aWBtvS2P2XrzxzBaIzvdvSM7JaimXfk0\n2PrRdt+zcgnZ7nj7WAyKQZuWdenDEVYUUAywGNvt1NXOelm2exuz427qti5m9TRrR8nbdebW86Y9\nd9naels2XXmZp5115/exZHv1HsqXgtUeUIqIiIi8RCV9QikiIiIii9AlbxERERF50do7nzSgFBER\nEZEFXH3f92GmAaWIiIjIAXP3lbqHMjx/lr1nZufM7GEze8jMHuzSvtvMHjWzZGZ3z+V9i5l9qsv/\nKTP79mXELCIiIrKXZm8neb6fw2CZn1B+m7ufn5t/BPh7wC9dle888Lfd/Stm9g3Ax4DbDihGERER\nkX1xWAaLL8RL5pK3u38OnvM9Zp+Zm30UGJvZ0N3LAwxPREREZO+4vst7LzjwcTNz4Jfc/QMvcL3v\nAj6twaSIiIgcZo6T4uq82XxZA8o3ufsTZvYK4BNm9kfu/nvXW8HMXgf8W+Ct18nzTuCfASduPrK2\npwGLiIiI7Blfre/yXspDOe7+RPf7aeAjwBuvl9/MXtXl+353/+J1tvsBd7/L3U+fPXVsL0MWERER\n2VOz7/N+vp/D4MAHlGa2bmZHZ9O0nzg+cp38J4DfAn7S3X//YKIUERER2T+OnvJe1C3AR7qHb3Lg\n19z9t83s7cB/AE4Dv2VmD7n7dwDvAv4S8NNm9tPdNt7afbp5bXPl7yn1vy1cfwztKZHqhunFTQCs\n+xJ6C4FQ7BTX9OIGnhwLhoVAUzZMLm4DkBWBkGdMLk366ZDZrm01ZUNq2i+oz4c55WYFQMiMkGeU\nV6ZYZuTDHAtGtVmRDXMmFyZdnE6s2uOKk0ScJAYnc6oLDeNbB4QiIysC2SCQD3OyQY4np9oqGZ8Y\nk48KppcnhDxjdHxMPsyptkounrtIPsraWPJ2GxYCFnZimV6eEOtEPswIeUY+zAn5znGGPCPk7Xqx\najj/+adZO9XegpAN2lhm25qVccgzLMt21cVs+azM5tNn8yEPnP+jJ2jK2OefxdzGYGx/das/HgvG\nxXOX8Oj9cTbT2MXW5rcsEDJrt5MZ1VZDqmO//63HS0JuWGF9+WfjQDYOhNz6bcUq9csA6o1IyI3U\neL/+8PiAYpRhXbllRaAYF0yvlGRFW3f5qGDz6U0G6wMG6wNGx8c8/dhftMdUZLvqZtbOskFOrBqu\nfGWDwZEBIZvFlfd1NMs3Ky9Pia985iuMT47Jh1m/bwtG1u0HIB8NntVv2voL7ckvRrLhoK+r8vIW\nnpztr26Sjwqaac3kUtv2ppdLPCYsC6Q6UqwVbXzFrO3Zrv4T8oyNJz9Dik6xVlCMi35ZPir6PpkV\nWb9/T86lL19isD6gGBfPKoPZcbXzAcz6NjZry7PtthkDZvasTw2qK9t4jNTbJbFO1Nsl2SBnennC\n+KY1yo2SwfoAT87o+Lg7/m0stHU+30YtBCwLZINiVz9ppjXTixs7dTkXcz4aEPLQxzfrN7viDsbF\nzz/O8Nga2bDdZ7E+xoIR62bXemGQYxYgWPvkwLX6Y1fnFgy30Jc5gMe467zp3Xqz8vMmcv6Rc2RF\n4NKXL1Fv1+SjnHKj6tZPZIOMfJQxPDoiZEZTNnhyppdLJhfKvk/FScJrJ04icdKeG8++5QzllSnV\nVk0z3Umf9clscNV5JQtkRWB0fNj22UmNR+/bG+ycX1ITqbdrUnSywe7zfD3p9ldFqs2GkFt/vpmV\nTYpOPspppg0nbj9OPsyIdSIrAtMrJZMLE5ppJDVOcyUSJxErAs2Vpj/33PLXTlFuVDTThupSQ3G0\nO5d0/X22j76fZm0cs1jbdlq3f6eKnfNvPsz642+mcdffBE9OvV23bX6r7rebovf7LdYKYp0YrOd4\n900wt77+NqaXJ0wublNP6j7uWCaqC82uc2o2Dn1dFUfbfcdJwgrDaycbB1Kz0/9mbQCguRJ5xTed\nZOv8pK+vWLfbqrdqUuNMnniJPIbhesp7Ie7+JeAbnyP9I7SXta9O/1ngZw8gNBEREZEDcjAvNjez\ndwM/BDzTJf2Uu3+0W/YvgB8EIvDj7v6xLv1e4BeBDPgVd3/v8+3nJfPaIBEREZGXC4eDfMr7F9z9\nffMJZvZa4B3A64BXAr9jZq/pFv9H4C3A48ADZna/uz92vR1oQCkiIiJy0Jb/lPfbgPu6VzH+qZl9\ngZ2HpL/QXVHGzO7r8l53QLmUp7xFREREXu5u4KGcm83swbmfd97grt5lZp81sw+a2U1d2m3Al+fy\nPN6lXSv9uvQJpYiIiMiBu6FXAp1397uvtdDMfge49TkW/Uvg/cDP0F5l/xng54F/fGOxPj8NKEVE\nREQOmPvOW2gW35bf80LymdkvA/+zm30CODu3+FVdGtdJvyZd8hYRERFZgpT8Bf0swszOzM2+nZ13\nf98PvMPMhmZ2J3AX8EngAeAuM7vTzAa0D+7c/3z70SeUIiIiIgfND+y7vH/OzN5Ae8n7HPDD7e79\nUTP7EO3DNg3wo+4eAczsXcDHaF8b9EF3f/T5dqIBpYiIiMgBm31Tzr7vx/37rrPsPcB7niP9o8BH\nb2Q/GlCKiIiILEHyA3sP5b7TgFJERETkoOmrF0VERERkEY5rQCkiIiIii7mB91C+5K3sgPJPLh/n\n3o/eCzz7PU8Wwq60q+ePnT7J8ZuPk1L70lEzw91p6oZggeSJI2fX+/SUnLzIWD8yBCDGdr21IwOa\nJpGa1KfNhCyQFwFPTlMnRmtFF6sTY2L9yIAYnaZJeHJG45wYnVOn2n1kmZFlRozOoDBGQ6OsnLWx\nsT1xpqXTNO36ddPuw90ZDjO2txumk5q1tQExJbY2KuqqIWSBU/esk2L7hfUxJtxpf3dxAozXC0Iw\nqir26TEmYh2742/nAfIi45XfeoKNjRJPTl1Fmjr225yVSWza+K6uq/nXJbTLHW920uIkcss330yW\nGam7fDCrk9nTc0eOjfq4PDm3nDmCBWjqNm8xCAyKQNN4X08pQUxOis5olJFl1u/z5ImMJrZ5sgzW\nx0ZM0DTte8WgXTcLRlHspBcFBIMihyZCVcPmtjOdpr6um8Ypy4bRKKeuElUdKacNJ0+N2dqqmW7X\nTLZKzn7LSVL0rqzb37N5T+228jxw9PiIsmy69505TV9H3rXp2Lc5gNfce5rLlyqquq2nuop9Wc7+\nky6ndddvrG+zKbb5QjCKYUE5qfr6Gp8ZYWYce/0aTZ0YjnKOHRu0fe1oTsgMdzh+1Li80ZbHZBpJ\nsWtbae4Ym8TtX3OMlJwmOtNJpGkSVRV3Hf9OPbYxv/KeY1y5UlJXu48pxkRTR0Kwvmw8pb7ve+M0\nkwYL1h+/z50X5g3GA/Iip7g5Jy8yRuOCpkmM1wdMt2tGawXltAFg68qE2CSGZwqSO3XZpqe404dS\nk4iTuLNfd4pBwfrta33dxSb2y5qyIW2lvk+lNOtjO33Kk3PmrlvZ3pj0+yyfavtmlmekrv95cmLd\nxeSpP+/Nb6fvo00k5Fnfdz153zYsBGJdY7bzhrpZPGYBC8Ydr70DgLP3HGc0ymga58wrMpLDsICY\nYJA7r7/1Kb5aHmWzHLBdZ31fc4dZVZjB+iAyCIkQnNub/0c5Os7W4AQlI8o0oEk5l6sxVZNRNoEm\nGdPKqBujrKCJzuvOTrl9/UmeqU6xWY3YmOZc3s6oG9ieOH/ntV9kyhhPQ57ZPsZmmXN5K7A9he++\n40G2hie4GG+iSjljYLMasR0D64OKaVMwrTOKLLFVZawPIvloyh3ZOf483sF2M6Dslpcx6+rSKLJE\n48YgS2QhUYTI1zYPMhndxKQ4wjSN2Y5jqpgzjTlVkxHdmNaBlKBqjJSMqoGygu94zZ9yJR6jqkds\nVQMubuVsl9YvK31EHUdsVWOuTAo2JhnbU/hbdz7CZnaCi9UxSBmOUaZAwClToI6BJgWOjSosqzm/\nvcbmNOPVx36fzbU7SWlA2YxoUqBOGTEFhlnEzMnMmTY5tVt/jGt5xVYzZDBbFts6i8nomhnJ23Nr\nk9qE0zd9FWuG5CFxuRxzfDhh0hTk5jQeuLWYwNfdzNI5fR9eBSs7oBQRERF5qXJ2/8N32GlAKSIi\nInLQ9FCOiIiIiCxKA0oRERERWYDrPZQiIiIi8uK5LnmLiIiIyEK8fUvCqtCAUkREROTA6SlvERER\nEVmAs/tdy4edBpQiIiIiB82f/cUrh5kGlCIiIiIHTt/lLSIiIiIL0j2UIiIiIvKiuftKPeVt7qvz\nces8M9sA/njZcaygm4Hzyw5iRals94/Kdv+obPePynb/fJ27H11mAGb227R1/EKcd/d79zOeRa3y\ngPJBd7972XGsGpXr/lHZ7h+V7f5R2e4fle3+UdnuvbDsAERERETkcNOAUkREREQWssoDyg8sO4AV\npXLdPyrb/aOy3T8q2/2jst0/Kts9trL3UIqIiIjIwVjlTyhFRERE5ABoQCkiIiIiC1m5AaWZ3Wtm\nf2xmXzCzn1x2PKvEzM6Z2cNm9pCZPbjseA4zM/ugmT1tZo/MpZ00s0+Y2Z90v29aZoyH1TXK9t1m\n9kTXdh8ys7+5zBgPIzM7a2a/a2aPmdmjZvYTXbra7YKuU7Zqtwsys5GZfdLM/rAr23/dpd9pZn/Q\njRX+m5kNlh3rYbdS91CaWQZ8HngL8DjwAPC97v7YUgNbEWZ2Drjb3fWi3QWZ2d8ANoH/4u7f0KX9\nHHDB3d/b/TN0k7v/82XGeRhdo2zfDWy6+/uWGdthZmZngDPu/mkzOwp8Cvi7wD9C7XYh1ynb70Ht\ndiFmZsC6u2+aWQH8X+AngH8K/Ia732dm/wn4Q3d//zJjPexW7RPKNwJfcPcvuXsF3Ae8bckxiTyL\nu/8ecOGq5LcBv9pN/yrtHxS5QdcoW1mQuz/p7p/upjeAzwG3oXa7sOuUrSzIW5vdbNH9OPDtwH/v\n0tVu98CqDShvA748N/846pR7yYGPm9mnzOydyw5mBd3i7k92038B3LLMYFbQu8zss90lcV2WXYCZ\nfQ3wTcAfoHa7p64qW1C7XZiZZWb2EPA08Angi8Ald2+6LBor7IFVG1DK/nqTu/8V4DuBH+0uLco+\n8PZelNW5H2X53g+8GngD8CTw88sN5/AysyPAh4F/4u5X5pep3S7mOcpW7XYPuHt09zcAr6K9kvmX\nlxzSSlq1AeUTwNm5+Vd1abIH3P2J7vfTwEdoO6bsnae6e6lm91Q9veR4Voa7P9X9UUnAL6O2+6J0\n96B9GPiv7v4bXbLa7R54rrJVu91b7n4J+F3grwMnzCzvFmmssAdWbUD5AHBX9/TWAHgHcP+SY1oJ\nZrbe3SyOma0DbwUeuf5acoPuB36gm/4B4DeXGMtKmQ14Om9HbfeGdQ83/Gfgc+7+7+YWqd0u6Fpl\nq3a7ODM7bWYnuukx7UO7n6MdWP79Lpva7R5Yqae8AbrXKvx7IAM+6O7vWXJIK8HMvpb2U0mAHPg1\nle2LZ2a/DrwZuBl4CvhXwP8APgTcDvwZ8D3urodLbtA1yvbNtJcNHTgH/PDcfX/yApjZm4D/AzwM\npC75p2jv9VO7XcB1yvZ7UbtdiJm9nvahm4z2Q7QPufu/6f6m3QecBD4D/EN3L5cX6eG3cgNKERER\nETlYq3bJW0REREQOmAaUIiIiIrIQDShFREREZCEaUIqIiIjIQjSgFBEREZGF5M+fRUTkpcXMTgH/\nq5u9FYjAM938trt/y1ICExF5mdJrg0TkUDOzdwOb7v6+ZcciIvJypUveIrJSzGyz+/1mM/vfZvab\nZvYlM3uvmf0DM/ukmT1sZq/u8p02sw+b2QPdz7cu9whERA4fDShFZJV9I/AjwNcD3we8xt3fCPwK\n8GNdnl8EfsHd/yrwXd0yERG5AbqHUkRW2QOzr6ozsy8CH+/SHwa+rZu+B3ht+3XKABwzsyPuvnmg\nkYqIHGIaUIrIKpv/bt40N5/YOf8F4JvdfXqQgYmIrBJd8haRl7uPs3P5GzN7wxJjERE5lDSgFJGX\nux8H7jazz5rZY7T3XIqIyA3Qa4NEREREZCH6hFJEREREFqIBpYiIiIgsRANKEREREVmIBpQiIiIi\nshANKEVERERkIRpQioiIiMhCNKAUERERkYX8fypB4jNtPOFVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fead4062a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('genres/classical/classical.00067.au')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GCD9usamk1bKaXYoFQvu+HkNzJi1XZnQpthSxPOjMBCRHjCnDufNm0VElbTZW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feacc703940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('genres/classical/classical.00010.au')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J/R+A2Ryq2uogI82aNN1DusZiar0YDy5DXelQn30/xsk17V5MkG6zPYDlA/e4jiqpmpCK\nCcXiCrJasHnKcygXl60PzuyVnuEjWRKzd4AWxZh3FSFsVmhV2+cPvhfufSqpmlo75v4sfUeqJnZg\ny/11aNuxbvPB1vpbznfbbA/oQHdox7K4Ohl/16omnF6xGBgOjJs1VJNrxg5664NjDF29RNo7sv10\nnf2exyONpY0D7cYmMCGPMXksCesFnB5Du4H9I/TBB5C7LsKkpp/uIV1nsR9zPx0mZalD8n9uLP21\nxdDylHRw9zjeDmULXTO2s05m1iZF1p6HaL+HgrDJfaDvxzwO/Ub6Fq1q+mqKpJ7i9DKprMfJsI0J\nES1rm3zksTRNpsTVKbT5jU4i9rnv0f1DW//6q3WaLB+5j2qISLNGJzNSNbF+2/ewWdkxY7WAEEnz\nA7SsiIvjsY+kyYy4XqCxICyPrU0BqomNmUOZ24bu6F5Cs0a6DTqZbcd4EUKzyWNZQWhW49hJjKSd\nMQ0RitPLsFmj0/k4rqbJlNA14zgpfTv2Jcl1k+YHNm6UE0LfkmJJXJ3kCZ3VMSFsx9e2sUlhPR+P\nY8NYnuo5qZgQuo3V4dAuzdrGsr6HriXNDwjNmvbCU5CuIS6vbse+lAjHl9DZPv10n+LkQbScWB/s\nOmuf1uozVXlsWS2s71Q1ae/IJpb5uBdXp6gIs5d82Xu5zRxrz7cXz3r0FYEv6H79d4rIW3Z+erWq\nvvoMm361iHwZ8Bbg61T1Mmbz2n0/8Pu51vD1uLhjJ5SO4ziO4zhPWASkfJirRNfT8YCqvugx7uEf\nA38bO5X7t7H3yP7Zx5jGmfEJpeM4juM4zjkjQYjT+OgrgvnMHiOq+pFxXyLfxVY28AGu1cI+nWuV\nsY8Lfw+l4ziO4zjOeSMQCjnT3+NKXuSpO1+/kK1S9Q3Al4jIREQ+HjOF3fAr2PwMpeM4juM4znnz\nWC55P1pSIt8HvBi4KCLvx4QPLxaRF2KXvN8D/AUAVX27iPwg8A6gA77qRp/wBp9QOo7jOI7jnDsi\nj//s4/Wo6pc+xM/f/QjrfzPwzTdl5xmfUDqO4ziO45w3N/EM5RMBn1A6juM4juOcN/keyjsFn1A6\njuM4juOcMyIQqzvn2WifUDqO4ziO45w7ggQ/Q/nEJyuhtKxIsSSMeqjceFnfJDFCb2aLFEtk78iM\nBDX2Jv78pn5CoC9rJPXEbPnQyRSZzvOb+LNeLRQQ+ms0hlqU9sb/jRlINBQwvNE/9fT1nJCtJvQ9\n0m5sG5HRfgL91kpSVmaOSD19NQXVbNuQbO5gNFCkyvIsqmjqR1MGmPWAvrdytmYOusb8UdWkwmwE\n0m0+to6zRUJjiaoi1cTMDfsXzEQ0PxhtF6mw/Eq7NivD4V1mYyiqHR1X2ppbYiQ0m63NCKwO8z7j\n6pRU1mYHyrYHM9Pk/cJoQUnljg2mqknZrJKKCZItLBCzTSLbTorSzBO5PjSr6NAEZb3d12SKhGI0\npwz1kWKJhB0FGJi1RCZW79FUY6mo6GeHRK7atntHSN+OZiENheUxpTEOBkuOxjLr3QBpsmqwRIuC\ncLogzQ9Gi89opYmFtXHXbbfXNH4erBuDWi5NpsT8u05LUKWf7pvWbShWPScuj61d9w7M8lPV1yrk\nqhqyYcmMJz2pKs3OFMvR+DKaP8rcNqmHJEg32IVqdNCLDv92HeQ2AOirOXGIMxRSb7agXR3m3oEZ\nkgZTVFHQT+YURWl1NplBUVgavRlhdDIzU8pgZCnr0box2J1SMTEjSo49nczy+FGQphNSVZvpoxjs\nSVbGVESEMPbD0ZQERC6bMSX3ZTMZ1WPbh+VJtltZ/YiuzIKyWZqBpqxz28etZaisxr7Xzw6Ikynh\ngQ+ZsrIsrA9JGO0ppgS0dlIwe067yUawysarbmP9V8QsL2WNFqVZlSTST/csDQlmYCkqy19RbnWX\nmkarT1/PCd2Gfn5IbFb09XwbE2BjTGFjodmUehvDhn1mw06KJVpU1mb7F0bTmABMS/r50ZgnMH2f\nWcOqHKc1aZ7bazIdbT7d3l3E9YL+6F6QQJk+bKaxweBUTiB1+buM6kBUoZrY+Dc7oK/nlDmuRMTK\nPjuwMuWyDoY3Uc12N2vHfrpPOz2kaBZbxS4Q+tbi8vDuHS3wts6K9YJ+OkXj3mgGG9p5qzu0Ngqb\nVW4bhTbb1IB+bgaakPtmqmbE1ck4pqR6juRjU9is0LKin+6DJoq2QcXGBZ3u0U/3SXVLV04pc37s\neNGQqgk6PzSb2Y7pTWM5mpoGBWSqcsxV9WjX6uaHSN8R27XFc9/bcf+JgIBEP0PpOI7jOI7jPE4E\nCNHPUDqO4ziO4ziPF8EveTuO4ziO4zg3gtxRZyhv6cV7EfnLIvJ2EfkVEfk+EalF5KtF5F0ioiJy\ncWfdCyLywyLyyyLy8yLySfn3Z4jIT4vIO3JaX3sr8+w4juM4jnOrEYFQxjP9PRm4ZRNKEXka8DXA\ni1T1k4AIfAnws8BnAu+9bpO/DrxNVV8AfBnwj/LvHfB1qvp84NOBrxKR59+qfDuO4ziO49xy8iXv\ns/w9GbjVl7wLYCoiLTADPqiqbwVTDl3H84FvAVDVXxORZ4vIfar6IeBD+fcTEflV4GmYg9JxHMdx\nHOdJiF/yPhOq+gHg24DfxCaEV1X1Jx5hk18CvghARD4VeBbw9N0VROTZwO8B3nzzc+w4juM4jnM+\nyB12hvJWXvK+ALwU+Hjg44C5iPzpR9jkW4AjEXkb8BeBtwLjS/xEZA/4l8BfUtXjh9nnK0Tkv4nI\nR9/3kQduUkkcx3Ecx3FuPhLCmf6eDNzKXH4m8N9V9aOq2gI/BPy+h1tZVY9V9StU9YXYPZT3AO8G\nEJESm0z+f6r6Q4+QxqtV9bmqes8z7rv4cKs5juM4juPcXu6wM5S38h7K3wQ+XURmwAp4CfCWh1tZ\nRI6Apao2wJ8D/qOqHovdbPndwK+q6j84685Fk33oWkJKZqURQUIwA0XXmgEgGzcSNaEzu4D07Wgl\nCOtFNtaYBYCiRNoNhGD2l2y8CKdXzGATo9kG+h5ST+ga6Fpi25hVoNkgm8tmYWg2EAuK40vQmQEH\nNbOHqBK7djTdoImQesvbZDaWrdgsSdN9s1r0VqbBghI2q2yBwewkwfImwU78StdA20AsoFlDOUGL\nwiw5IVq+gdCurc40IWppDVYb0YQWPdKbOUWS2VVYL5DNcjSIhPXC6q7LhpUQIRZI3yLNxqxDvZke\nQtuStEKWJ2Yqym0W2jWkZKaGtkFiaXU3WA9ynctmuS1DRotctzGagWGzRGKDVmYRCc3ajEC6IpU1\n4eQyUk22ZoqyMsNCNtZIu4G+Iy6uQlUTR8uGWDv3LdKsx/iyuOrHmCNZ1wspje2tImhVE44XRFX6\n2YHlK9sypN2g5QSpJiDBYq4wM85Y/jK3T7MmiJiZo9uY6UgCWlQ5H0vL72BPST3SrJHQWv1mW5B0\nndXjYM9o11ZWCWgsCM1qa/XoNlZP+X/TYXW6tTepWptvWstf15q9arCBNGvbX+rNLDO01WD6aRu7\n7zpbfzQWyHph+1ovoZwQm7WVo+ss7iUQ1yeEKw9APSUNwVCY8SdsVrBZWR7TZGsEWS3MHDKdbU0x\n7MS9lBYDXWPGJEDaE8vbnLxvQfqNmZTArrVkC0qa7Vtda7IY2ayREO0zIJs1TOdby9LiFJ3uE08u\nj7+JrKFrR/MH9ZSwOjVrTN9bXYONQctjQlFamdTyqyFSrBfZNrKxfjmd23hQlGar2SzH8UurmtCs\n6bIVSVrrOypi+9h0iCpdPSeEaGm2a6sjsf4rqSc0G0hdjrlkVpN2PVqjkGBGoL6jGOxLRYe0DUET\nqZoRmjWxsW1kszRL1xAnVjmjTUVahaIinDxosbFeWczk8S3tmSUn5uMDqUckIN3GxqyuJcRImh0Q\nmlXu32YQMpNOS7G4anGxsjGO1COtWnz2nfW35fE4ZgM25ua8ht7qV0NEp1YfZbPKJp192yaP77ZN\nsLTzuDXp29HmJX1nlprJ1MYUGC1WwxgY+hX0vZUPM+BoLLdmK7DygLUXmHkomXmI1IEEG3s1bcdH\nMKtU38JmTexzvx7673pJzGYqUpfrkPE4EFenhNyHw2ZlY3PqCA3I4ioSi/xYtBmHitPLFq/5eJLq\nuW0fwlimsF5QRGtr0dwmIY4muduNiBDLJ8fZx7NwK++hfDPweuC/AP817+vVIvI1IvJ+7P7IXxaR\nf5o3+QTgV0TkncDnAsPrgX4/8GeAzxCRt+W/z7tV+XYcx3EcxzkP7qRL3rf0KW9VfRXwqut+/o78\nd/26Pwc87yF+/xnMUOQ4juM4jnNncIeZcp4c017HcRzHcZw7irPdP3mWSaeIvEZE7heRX9n57S4R\neWN+WPmN+WFpxPiOLJn5ZRH55JtRGp9QOo7jOI7j3AZu4kM5/wz4nOt++0bgp1T1ucBP5e9gtxU+\nN/+9AvjHN6MsPqF0HMdxHMc5Z+wZr5tzD6Wq/kfgwet+finw2vz5tcAf3/n9dWr8Z+yVjU+90fLc\nalOO4ziO4ziOcz2P7SnviyKy+6acV6vqqx9lm8E2CPBh4L78+WnA+3bWe3/+7UPcAD6hdBzHcRzH\nuQ08hie4H1DVFz3e/aiqiog+3u3Pgk8oHcdxHMdxzhm59U95f0REnqqqH8qXtO/Pv38AeMbOek/P\nv90Qfg+l4ziO4zjObeAWm3LeALw8f3458K93fv+y/LT3pwNXdy6NP27u3DOUir2NX4J9nEzNMJB6\nSB062zezQNfQT+e2STZwFIurZmho1qSytjf/pwT5t27/LuLqxN7mP50TNivS3hGSTQI6wUwYqTfL\nQYjQNmg9JVUT4noxmkPSZGbGgri1uhAiabpnVgwJpElFaDZmKcBsLKPloO+Jx5e2y2JJqufE0yu2\nfL2CST2aGChKM1+UlZk3YDT76NQsOfZbQvpEKitSNbW0usaMC/U8m3KimS66lr6eE9qNmXhyvgdL\njtltKqun+UG2j3SjjSNl04rOajMaZCMQmsyEUFak+QFhvdi+kDRE0mSa7SjJ7BfZoqDFBPrWbBF9\nb6aWvjd7SduMJqSwWUGzRrNFpN87RLrOjDy57tL+BbM/tBvLe7O2NtwsR9sGKe+j6yDbMzRbaawq\nrTypqscY1Fhs625+BKuTse5SPTerQ7YraVmZaSQWZm6q57b93pHVUWFtPppe+tbauW2s7SczwvIE\ngkK7zjE1s3zGErqNxcZkZn1jN2+zA6RrzOYhQlh129gMwfpH29DPj4irU+g6Mw2tTuj3L1gZihIF\ns3O0a4u3qs5pROtrqUcHQ062DVmc1hZ3k+lo+ujr+bavpJ5QJcimJvqOcPIgae/ITDnHD6KHd5tF\n6vSKpV8UVoYQCeuFmWvaBsnWHOoZaTKzMi2Px3hAk8VWjKjmmJZgdZbzpGGwqqzNpJJtV7Exa8xo\nMKnqse36o4tIb+0e1guo6m3sFiWyd0SKpdmN+o60fxehXW/b/OqDVp8wxpwFQrDYKaptXRdm0KIo\n0RRJ5YQAY7nC4piU46ufH5GywUT6Fi3MTJWG+tdEPzsirk5sPyFSXPogOp2TpvvZThasffvW4nqz\nQouJxfNQH32PgtltMMvZYPyRviW2661lrG0sVqqaPpaEsrK6GfpGOSFNpmbc6lto1mZykpDHtBzz\nIaJ7h7TTI4pmkcfOSGxWtlwCLE9IF+4d+xVdixQlGoLFQCjMxrI6sTrZO8h2F4tjrSaI5r47GF1i\nYcv7Dp0fmlktj+laFOO+NJZoXY3joRbR4m8yM6NSNsN0exesf9R7SOqJy2OIlY1FvR1/UpljLRu5\nAOub2WKjmgibFd3RvYim0Wpm5rEWWS0g9aSDu0drFymPA7m/Sm92NtLCxvt6ipY1YbWAqrC09g9J\nRUVxctnMOkVJmu5bvhdXbBxUNZtUPb9mX9QzK+tgjRvapJrYMa6sLGaymWyg379gsZASdI3Vez0n\nDba5247ctJeWi8j3AS/G7rV8P/YO8G8BflBEvhJ4L/CyvPqPAp8HvAtYAl9xM/Jw504oHcdxHMdx\nnqjcxEveqvqlD7PoJQ+xrgJfdVN2vINPKB3HcRzHcc4dQXavTj7J8Qml4ziO4zjOOXMOD+WcKz6h\ndBzHcRwOT5g0AAAgAElEQVTHuQ3crHsonwj4hNJxHMdxHOe8kRt6gvsJh08oHcdxHMdxbgN+htJx\nHMdxHMe5IfwMpeM4juM4jvO4ERGk8Ke8HcdxHMdxnBtAxM9QPuExE0MHMY5mAVJvb+wvSmgXMJ1D\nKLZGBxF7e381MSvDZoXOSrOIqGYTQ0VcnWTjTm92DSCsTszsUJrNQ4sCWZ5C08DMzBLSdcTTq2ZX\nAYjFaAPQyQxZnljeAGnXoyUktGszu6wXZhBoGzO/ZGOEtIp0HVpMLI99C5vVtswpIZs1UpT2uwg6\n1EWzhtm+1dNqAeXE8p7rLp5cHu06qFrwS0CLwvK0OrE6zCYORMzKMjZEAgKh2Vi5Nsvx97BZQrO2\nbcHyE80AEa5egtUC9o9gsyL2XTYObZC+g1iYFQIzXEizMfvCYJaIJXF1aiaL9cJsOFWNrDfWbiGZ\nnWi9tPLFSFwcm7livbS8hGCx0TajRQQgDgakbDsCMxYRIzLUU9uMy8i2mNEak40+Q9zF5bG9P0IT\nYblEy4nFHFibT2bEdm0mimZt5a8m1kZda+XuO7SaWJ2uzPwxtFvIZgoNOX9BR3OHNGauETaW1nQO\nXUNYnaJVTXF6mVRNoGuJXXOtcaNtrJ/1LcVgk8l5pm2Ii2OLr1hkS0th+zi5CvuHo30qbJbWhqnb\nxk0ocpj0OW5Wo0Uork62sS2Bfn5gcapqZV4tRgsSKZldKRa2fLmAgyNCs7blEsyg07VQTqzt24bi\n6mX0wkWLpTzgS7NGdLXNY5PTTL31v6pGcj0McTcYiaRroW2QWJoJqt2g5cSsRr3ZP+ha6DooCuJm\nZfXTrGH/CMljEKqW32ye0qKAi08xQ0vuQ6OhKxugwurU+isQTxekqrY+ESKx75DjB23d6dz6V1mZ\nHUqT9W8JsF4imw3sHVg85T5TnD64jfU8pkjbEDgZxxBSZ2Nfkw1UqtYefUfcrMz8JEJY55jsWuuH\noUC6Fjm5YvsryvGdfdq1xM0S6XvzBy9PbdtJR2ytj9O1UNVmO7p8P7QtzOY2DkogzQ+I7coMT6mz\nvqNq8ZKSheFmZX2oWY1GseHwH5dXs4EnjwOqSGP9VPrWDC4xWv/M4zAA07lZswobo+jNsCabFbI4\nzv321PKZDVDSNlDPbJxZnsKkJpw8SJnNb4ORKHSNmaqySc2MTZOxDYY4GS1p66Xlsaopr2TNc+rH\n9iFZf6fapqllZWP+8aXtevWMuDwexyRpsrGmnkG7QS9cRKva6rOsRpvQYD6S1YI4xEbbkKZ7djwc\njisxUly53+opH0vordyEAClZmVJPmu6ZgalZI11rpqtQ2PENkLXt6wmB+D2UjuM4juM4zg3hT3k7\njuM4juM4N4JgZ1jvEHxC6TiO4ziOcxvwM5SO4ziO4zjO40bEXd6O4ziO4zjODeIP5TiO4ziO4zg3\nhF/ydhzHcRzHcR4/+TV8dwo+oXQcx3Ecx7kN3MwzlCLyHuAE6IFOVV8kIncBPwA8G3gP8DJVvXzT\ndrrDnTM1dhzHcRzHeTIRwtn+zs7/qKovVNUX5e/fCPyUqj4X+Kn8/ZZwR5+hTPXcTBdlbeaCFOwt\n/xKgqknVBGkbdDI3C0CsshUn2Zv2y4oUzVwTmjXdwd2EZk2aTM1uMpmaHWOzHK02GmK2JyT04G7L\niAiEYBaFojITRdfSHdxtVovJ1GwBkxoVQWO5zaeqmWMGS042/WjfolVNPz8yc0+7RsuKbjI1+0JR\n0h/ctbUA1XMzemS7iIZId/FphG5jFobpnhkfAOlbUj03e0dZI90GCRHNtpc0PzDrylC3XQNlPdYV\nmL1GQ0FoN6BKNzsgZtOC9C1pug+akHJi7dCZqSJNZkjq6S8+dbQoDPnVohjtN/10L1tMgu0jXzbQ\nurL6CZGuqpHUmb2oN+NJqudI15AmU7OkhDjaI/r5QY6Dgv6upxBWJ2gxgXpuVodkRhMNkXT3kZlG\n1gv7raqzSUVHyw2arF1DGOsr1fNtHeXlRIsz0UQKkVTVtl2zpp8fANBVR7avembxsDwh5TazNKKZ\ndEJBmh9Y2dYLpBvaUq3eK+sLWs+tXbsOgphhYv/CaLPQymKxn+4Tuo2l0UR0ukcqa+J6QcpGn7hZ\notkqNBpbigItJmb70GR5G/rkdN9sTG1DyH1GC7OJSN9CKMzAkw0kClDPzdiDWaUAJLfFbh/Rycys\nMmCGjaKkP7xIPL1i3+spaWZ1ymzf+m40cwoiBBHrB2U1trXmdCzNwqwjbbM13QD93qHlt49jf08h\nQghoLK3c5YS+nlufK6tcxsrivFlDPbN183hgDd/Szw6ITTb0DMYjVcuHKjQra6dmPcYOIceDCP3+\nBYtFVZIEJPV08yMkdWZ1mUxJhaUbZge2XepBrb+EZmPlr2ekMsdm32bjU0GqSzMeLY/RvQNrn74f\n62qsX7Dxr+/QmA89IdDV1pdDa/0nTaakwtpaUk/M9ixpG+tfsbD6HYw/VW19FOjrObFZWV8EUlWT\nJjP03qdbrIuMhjGVQOg21g6hsG1PLgPRzE3TOd3hxTzmFEg0y5WWFdJ1pMnU+th6iVQTtKzNyCUB\nSbY+mixGpnMzwMwPR8OThgibtRmKNNnYXtW0F+6zMTxubVk6nVv+AWZ7Vv7ZgfX7ML3GpKa5zccx\npJ4T2g2iK8t722xjLPdzJB8bh/1l647GEmmt/4eTy6S9o3Ec7C/cO9Zpqmri6tTG1ememY7yGKT1\nHGKkq/colsek0saIsDFLTz9uU1KcXEL3L1h/KEpSfURo17aNiBmLsmmsveupZnParOz43jak/QtW\nD8O4rgnpsgVvtm+GqsL62BOBc3rK+6XAi/Pn1wJvAr7hVuzIz1A6juM4juPcBiTImf6AiyLylp2/\nVzxEcgr8hIj84s7y+1T1Q/nzh4H7blVZ7ugzlI7jOI7jOE9IHttDOQ/sXMZ+OP6Aqn5ARO4F3igi\nv7a7UFVVRPTxZPUs+BlKx3Ecx3Gc20GQs/2dAVX9QP73fuCHgU8FPiIiTwXI/95/i0riE0rHcRzH\ncZzbgUg409+jpyNzEdkfPgOfBfwK8Abg5Xm1lwP/+hYVxS95O47jOI7jnDvCmc8+noH7gB8WEbC5\n3feq6o+JyC8APygiXwm8F3jZzdrh9fiE0nEcx3Ec59y5eU95q+q7gd/9EL9fAl5yU3byKNzyS94i\nEkXkrSLyI/n7x4vIm0XkXSLyAyJS5d+fJSI/JSK/LCJvEpGn76TxTBH5CRH5VRF5h4g8+1bn23Ec\nx3Ec55Yh3Ir3UN42ziOXXwv86s73vwf8Q1X97cBl4Cvz798GvE5VXwD878Df3dnmdcC3quonYDeZ\n3rKbSh3HcRzHcW49kp/0PsPfk4BbOqHMZxk/H/in+bsAnwG8Pq/yWuCP58/PB/59/vzT2Ms4EZHn\nA4WqvhFAVU9VdXkr8+04juM4jnOrkRDO9Pdk4FbfQ/ntwF8D9vP3u4Erqppf+c/7gaflz78EfBHw\nj4AvBPZF5G7gecAVEfkh4OOBnwS+UVX763eWX+T5V4Gji4d7hHYNbYMArJcgwawpIUBKxGZtNpiN\nWShkszJLyvyA+OCHoZ7ZjLtroSjtzf6qZlNp1tD3SD2FEJH1ZTN9FOW175bKFoHBUiOrU1verCmu\nPgAwWkPINhVRhdWpmT00oV2F9D2xWZuFou2Q02OknhGatVkdug5p1sTNysradcRYQN9B39lTYrnc\nABIj0m3MhJB6M6m0G2gbKPJvXWvGi7axbXLdhZPLEAszPoDV6+IYDi9C6gmnV9DZ/jaNorS26PP3\n1CPD/7gqs67Qd2ZWUIWuJbYbtMy2jL5FNkuzdWzWSGgomjVaFNv9p97aI0ZYL0brA2D1mY0Ukqw8\nsVlDiGbmyeULi6tjWWN5bLGzMnMOIpZ/8gCQrTehXZtVYmjLamLxAdBs7N+itHy1DSGngaZr6+7C\nvbbdekmo6lwfYrGZ7R5De4Suhc2akPM6tKsUHWgithtStsmganaJrrX4arOtiFVu68LK13eExTF0\njcWIKhQF5eUPmwWoO4bNCt07Ii7ss8wPkK61vHYtNA1SmZWI6Rw5PTbbR1EizcbSLStr1zaNlhk5\nvoxM6rzfBLFAcjxIsbUvBU2j8WWwtKgI/ezA0lJFlidmQrl8CZnUpPuebvaTqw9amfqeUE22fTT1\nSOytfkOEviPNDrKFyWw9oVlbO6Qe2IztIEVpfQ2sToIZOWS9QuupWUSaNWE6t/WKknKI9cJsWNL3\nsDyFzRpEkElN7DqocvwmM4HQbmC9gkm9NQENTGqK40u2rxz3abpPWJ2YIaqebvtI20AsKJr1aPTh\n6mXibG7mJQkga8IwTrWNlRcs5tIVW6eeIotTmM2tL2/WsDhFZvNtnwGLuc7ikhBtjN2sLW4mZkwp\nZ8ts/knbsTmZEWys32Zj7ROjWVQ0Wb42G4uVu+5BY0l5+SM5Fs20Eob26zvbvmvHGGOox9z2cXmS\n+/8Kyf0irBfZwrKxmC8rOL1i/aqqoVmjy4U9iRttzNapWX2GMtOsx3E1LK5aHxBBus0Y/5RmimKz\nphzaRoLVgYiVebmA2XwcN0Lb2HjTNqOdbbQ85XYm9RSpH/u0tI2VZ7UYx2OJEarathGx/prbXEKA\n5YJQHdvxcL0Yx6J4fNnWj3GsC4G835TtPi3SrEn1nOL0sh0bpnNrbyBc+Sihzmal3A4ytEPTEIpj\nCEIoSltHbQwhKsXyeLSR0fd2HG3W27ExJYuxBz+KlCXM9q28qbex5ImA8FjeQ/mE55aVRES+ALhf\nVX/xjJt8PfCHReStwB8GPoAJzgvgD+blnwI8B/jyh0pAVV+tqs9V1Xueee/dN1gCx3Ecx3GcW8UZ\n30F5854Ev6XcyjOUvx/4YyLyeUANHGBnH49EpMhnKZ+OTRxR1Q9iZygRkT3gT6jqFRF5P/C2/AQT\nIvKvgE8HvvsW5t1xHMdxHOeWIcJ5uLzPjVt2hlJVX6mqT1fVZwNfAvx7Vf1T2P2RX5xXG1+yKSIX\nZfv2zlcCr8mffwGbhN6Tv38G8I5blW/HcRzHcZxbT7614Sx/TwJuRy6/AfgrIvIu7J7K4Uzji4F3\nisivYy/o/GaAfK/k1wM/JSL/Fbvr4LvOO9OO4ziO4zg3lTvoKe9zebG5qr4JeFP+/G7s1T/Xr/N6\ntk9/X7/sjcALbl0OHcdxHMdxzpknyRPcZ8FNOY7jOI7jOOfN7hth7gB8Quk4juM4jnM7eJI8wX0W\nfELpOI7jOI5zO7j+vbJPYnxC6TiO4ziOc94McoE7hDt4QimkakroezNSZDsBoYDUoTGbKtpma6wI\nAR3sNLN9tKjQwRrT92Ys6Bo0RKQo0LJGOrMUaD03E0HfkiZTQrOxt/gvjgmbFWn/AqREqs3WopMZ\naDLTTVkjqqRqaunHkrR3AZVA3CxJVU3YrOjrOeXJJbr5ETFY02ks0BjN6KCKVjU63SOsF6SqNitC\ng+UPs86kskaLgnj8IMIGnUwtHRFCCND3pLI2E8NsH1K3NTGA5X2Xvkf3L4AmM8/0LVpUpKI0cwFk\nY0aD1vNxeVgv0KIk7R1Z/gf7zHqxtdRM52ZWGdorluiupSdEyOWWtkFjQdq7YHUcIqFrSCEi9Tzb\nFCoo67EjazZZhGZN2r/LTEW5jkQEJFtGejP+aIhoVRNOLpu5qKrtL0Rry2KyvSemmli8DYYXCfR7\nh2YOiXG0Fun+hbHsIoJOZtYWg2kno9M4mnkkRNLMBFSyWZrxSBWNBWFxlXD5fpjtmU0oFEg2Zehs\nH1kvSPNDQrOy8kswm8V0zwa3vrf89T3d3l2EboPEEsl2l1RNkGqI2Xpsg7BZWhm6Jud3bzRLpWlu\n9xAJJ5eRlEhH96CakMO7IXVbW0rqoZ5tDS2aSHtH9GVNXJ2QyorQbOjrOaKJ0JqJQ2eHpGqKIpSH\nF9EQ6Cdz0mRGLAqk79EYrY00WbtJIK5OQK0etDJ7i5YVGiJdNbX+L4G4WSDNGt2/YLErgpQTiJH2\n8F6zkiyPSfsXbD+xJC6PLTZjaXFVTS2+Vwt0doDoCj24YP1kcWr1Pp2T6jmEgLQNfT0nLq/avkRg\ntYBJTZodWB1kC1dcHlt8FpUZUwBipJ8fWVfpGhsbNivrZ3lMibEkTaYApFgS+tZMUxLMTNOVZh+q\n52i2GGlZwexgHPMkr0sszOhyOLM+1G2sD+SxCoD5IWF1anVc1aScX8kxMI7BoYD5EaFZW3+OhcXW\ncEanqmG2j6wWNp6HiE73bMzuWsLJZRvbBgNZ25DmB7aP0sYfNmszr6iawWU4uItAiLT7FxGUYnGF\n/vAey8NgPetbwrqA+QH9ZEoqJsTNEmnXtBfuI3SNrVdOkGZNv3dIKiaEbmP/9i1hsEHl/sZ0blav\n2b6Nd7nsae+IUE4s//m3frpHP5lTrE/pqymxWdm4sVmhs4NxPEYEVInLq1bnZTXGgfUBG2uGcTWs\nTmG+Px4vpSjh5CpUNl6l6Z6Nq0U19n3AjE6T6WjU6vYu0JUWV6FvEe0p+xYtazT11vZlTdwszNIV\nosVVUSBVjR5EZHkKVU2/d2jpa4JQWNyuc3+czCCWtAcXiZsFMY8baZqPf4d3QbshTfcsdkW2JrEn\nAk+SJ7jPwh08oXQcx3Ecx3kC4w/lOI7jOI7jOI8bv+TtOI7jOI7j3DB30CXvO2dq7DiO4ziO86TB\n7tU909+jpSTyOSLyThF5l4h84zlk/mPwM5SO4ziO4zjnjXBTLnmLSAT+b+CPAO8HfkFE3qCq77jh\nxB8DfobScRzHcRznnFFARc709yh8KvAuVX23qjbA9wMvvdX5vx4/Q+k4juM4jnPuPCb14kURecvO\n91er6qvz56cB79tZ9n7g025CBh8TPqF0HMdxHMe5HZx9QvmAqr7oVmblRvEJpeM4juM4zm3gDJez\nz8IHgGfsfH96/u1cER2MCncYv/e5z9Kf/c7/zewDIWwNHFMzprBeQlFuLQnZpEF+g78sju2t/8tT\nKAqzMvSdJb5eQlJ0vUTqGcz3oG3s8X8J0Ky3/+toNtDl7Yo8f5+ZtYa+N8tA18LcrCfEwtLq2mxa\nidu89R06mSLLE1t3sFNI2L7Par3cpltW29+K0p4UOz2GqtrmT8T2V5S2z9rMMBSlWQm61r6n3upD\nFdoNZEPISEq2r661dVLeNgTbbjDbrBa5XvI+q2q0EAFWV5MJrFeQEto2ZmoYbBJDmTbrbR3O9ywL\n9ZxwesX2P5Q3xm3bhGhtmA01FOW23vre8jZYYiZmTOH4irVXVcOVS/a7pm3ai1NbPuR/aBPY1t3Q\nRoP5JUaz7oiYHaZt0GpiZqBYbO0dgz2jKC2mhrgtJ1ZHqvZbWVl9FYVts16ZFahpkLKw7Yf46tpt\nWw/xWpS5Tdb2W1Vb2tmwgaZtvbRNzlNheQXL++mxtV27gcO7rJ7bxvLWdbbNZGL/ts22DcrcTimX\nY6jDZg1Jt/0m9dv2GowrItC1pP27zHrSWL2lep6tRaVZjU6vwOkxulqhfUfY27f9l6XF4dAmZXWt\npUfE8l5W2Xak27Lv1n3qt/GQY19n+0i72faXNu+nquHkCtQz9PBu5NKHt2UGCDmOQtzWZ4joZoPE\nCBfuNhPNZm1xN8TpMDYNtpW+s7FnOrd955gb2z+PdaRkcT/EbJXjexjvLl9CuxY5ONrGfdfZODHE\nf4zb/KRkn2OOxb2DbdlFbFnqLf1hvCh3jCsxWoyD1eFmZdv0vdVNVW/HgpMr9nvTkFZLwjzXx1C+\nYdzrWtJqBSKE/UNLb1Jv40qCfd5s8rhb2X661kxdg/Gr7227YewZYmIogwTre3Ue74b+nnIfqqfb\nNuh7q8euJZ2eEPYPrD4OLtg4A9Znc0zT5/GzmuQ81hYbeVzR/SOka+34VVbIerU9jgyxPdQ5WN3s\nlnf/aNs2XWt5jnHb5kO8a7KYitHiJuS4Orlieclj8TAGp2zsEVWrw9PjbFQyU1g6vNvMPF1rsTPf\nt3XWS/s8HFeG9tg9ng1tPPSdo7vNQLV/aMfLttmu3+Zt9w5ynBVMP+srfvF2n/H75N/52/Rnvutb\nzrTu/A+97GHzKyIF8OvAS7CJ5C8Af1JV336z8noW/Ayl4ziO4zjO7eAmPOWtqp2IfDXw40AEXnPe\nk0nwCaXjOI7jOM5t4ExPcJ8JVf1R4EdvSmKPE59QOo7jOI7jnDeCu7wdx3Ecx3GcG0N9Quk4juM4\njuM8fuSOcnn7hNJxHMdxHOc2oGfwdD9Z8Aml4ziO4zjOeSOPyZTzhMcnlI7jOI7jOOfM4PK+U/AJ\npeM4juM4zu3Az1A+CRBBywqty7HBwmY5Lu7ufQYaC0LXoCESmjXd/pzyyv2kyRTqOdI2MJmZqUaV\nFEskdejRvcTlVfr5cwidmUP0oEK6llTVSOqRbKHYGjwmaFGYxWOzQqOZaCT1dg/FYGOQgM72SbFE\nQ0Q0obEkrk7QGAnNhu7i0whdgzRruvkRsV2bUUCV/vBeQrtGmjVpMrMyT/csn0B/dBENBaFvSUVF\nXFyxslVTUjkhtBvC4iqarT5p/wLSNoRmPVqEuqN7zTrRrtGQbSkhUiyP6Q7vJW4W11piwOpOE7J3\nhDRr+tnBWPfSrM2qUFRI345WBVktkBDQakI/O7Q6CNHsDNO9rcEhmxgA0tE9pKIa8yTJrEFxvbB4\nCJGwWVkbw7hvaRv6g7sJ7QZSP9adHtxFXJ2iIqSnPwfpurFMYXmCzg/RWJDKCXG9QDZLdDJDQ0TL\nirg8tny0DWn/Av1kZvWQzDqhoSCuzR7U3vtMYrOCaYsOxhIJ9hSgCKFZI+16TB9NhM2KfnZg+Rli\neb1ATq6Y3aSs6Kd7SN8T1gt0Mh3zJn2P5DhK9Rzdv4BKQFI3ljMVFcXxJdoLTyF0G0KzIVUTNBSI\nprFdmR0SNkvSZGZ5aTfjC3tTYTYqUbPjxKsPmPVpOkfLmrA8Hu0VOliFZvtmhMp2nv6ep6EScj8o\nkd7iS/oTQrsmTfcImmgvPAXRZHUigeLkksXr4T0UiysQSxRI1QTpe/p6bqasWNAXNeX6GOnbsY/Q\ntWNsDfHS7x3a2AC2blnTzQ4QVeLiClpWpMIsV3F1gu4dWgzFkm5+SDy8exxL0jOeZ/2378cyWXu1\nSN+TygkaC2KzIomQqhnl1fstrdmBxU60+BriW5q19dd5hYrQHzwVDdHSiCWhb+mrKcXpZVI9R/Zb\nUjmxdm8bQtfYuLI6QZ/28Va/RWVjVSzRohjHsHR4j/WtWJCqmrBZWdxmQtegE7Nvpcl0XKaxpDi9\nTHvx6WaMyiat0DVIWZOq2sbneo40a+tLq1NSUZFyH2J2YOOEKuH4QVAlXbgX6TZjH0mxpDh9kHB6\nDNWE/vCijRd9b3E3jFFtQ7r7yPpIHsOZ1LSH91rMrk5IlVmJ9CDaGKtKWC9I1ZQu90FJPXF1CiJI\n30HqrB2resz3bh3JZkUYzDxAt38XHNxtcTSZbc1GA30/tkd/dC+hb1EJaDR7k6Te+uGFfcJmhbQb\nOyap2pmwXF6dHdg40bWkeg4h2G+rE9J0H5Vgx448ntB3pPmhHSOaNZJ60sHd49gUaxtPtZhY/Med\nPIsQm5WNOdlkBVjMFgUpHFo/zP07PeUCcWHmnW7vAuXxA7T7dxPzca2/cJ+ZsGIkHj9ox/rJDFKH\n3nUfpB5pNqNVrT+4i9BsLC+aSJMpqZpdP2O4bSh+htJxHMdxHMd53Ii/NshxHMdxHMe5AcSf8nYc\nx3Ecx3FuAPUzlI7jOI7jOM4N4095O47jOI7jODeCn6F0HMdxHMdxbgDxp7wdx3Ecx3GcG8PPUDqO\n4ziO4ziPHxFU7pynvO+cqbHjOI7jOM6ThEG9eJa/G0FEvklEPiAib8t/n7ez7JUi8i4ReaeIfPaN\n7OeWnaEUkWcArwPuw+rt1ar6j0TkLuAHgGcD7wFepqqXd7b7FODngC9R1dfn3/4+8PnYBPiNwNeq\n7ugrHoq+Rz7yQWRSmwlhvUT7HilKKEqKK5dgNjfbSuqhKAmXPoQuF8S+g80a1kszCxQlBCEUpT2R\n1TbQNBRXHoR2Y+uIQAjIaoVMszVgtSL1HVKaNUD2DojHVlRpWzOJSDCjQghmRSgnyLCvEO33voNY\nwHIBsznFemGfY6S8/MC2zPWUcHzJ8l6UhK4drS4D8col+1BWyOkxJIWqIogQcj5Jily+BJOaWBzD\n4jRvHJF6avusqmufTluvICWK1CGX7jfzCdh6QCgrq6f1CvqOItwPvdliKEr7vFwQ5nswm5M+8iEo\nS6QokRgp5gtoGySp1VM0uxBNNrL0PVJPIfWEKrf5Zg2TGlZmopHZvn3uWmJZWbv3vRkVJjXFpQ/b\n90lN6Ptt3WlCJBAvPzAu18WJtV2MyG7dbdZIuGJx11kcSc5rWJ5sYwisTfuO/5+9Ow/WNLsL+/79\nnfOs73bfe2/fXqZ7VmkkkBBxQMZ2iE3YjFKxIyDBJTsBXAUhjiGJU6nYEFJxpRJV2SYhLmNjo9hU\ncGEiU2CB2AwIB5yYCCIZoX0ZaaTZuvt23+Vdn/WcX/44b9/pqGZ6ema6b8+Mzqfqrb7vebbznO09\n/bzv8/yYzyBJSNsaZofhfLyHcgDVGobj0Ob6LpynekjzsK0x2KceD+duN9GN5sehrpIUkgTLtbBM\nPQLIjXNv6pNoQ6apwzHKYTjvvgvpfQddR+pdKLumxpbDk3O15SDktWtDZKgbefcOik2kj9kxZroT\n9rteoTeiKM2OMJMprBYn/VCSNKxXVeHfTXnba0+H+t5EOcFuoiStV6HOl3NoG9K6Cm2iHIRyTlKS\n61cgy0P0EmPwVy9jyhIZDMP/qJMU0ixE8ujaZ0OhHV0L/WOTD3UONRL6kLXQtpBlSJKSLU6GsBDB\nqBwi6+Wz40vbIkA6P4RyiHE9uB6bpDA/DvVTlGhRklx/Gpom7KdtYTwJ57JeYTd1LEZIj6+F8vEe\n+r9zK8MAACAASURBVP5k3Dlp90mKGEsyPwp14T2ma2Ewwly/HCKYHIWoRaYcPNufVEm6Fi2GYT3A\nJAnUFZJt+nHfId5jshzaBknT0GeKMtSL30TL8S78Qswr1oboTrRt+Lcckq4Wz/azG+XetRi7iYhV\nrdCmxkx3Q3rfhT40msDiGLou1O2NMW9+AKsFWoe2aa1FmxoFJEkx1/dDOd04VpKcjA9mdhj69GAY\n8m8t6eqzIX82CRFjAJoq5K3vNuNNTdq3yOF+GEvKIayX+OPDUARtix2NMTfqp6rwbYPYBPIcbRow\nqzDO3RjXZkeI2w/1mOWhnRsJEXXaGjOcYGabsXzTL0jSUA43+s1mzDBeIUmQTR8IY2MTxg9VTDYP\n+bYJLGZY9p8dg26Mn6MJZn6AuTFmAXb/6Wfrzlr87BizvQt9j92kIRLaP4R6F8FOd0MZZkWowzTD\nFIOT9mLmB7CcQzE4+XxL63VIE0OSHYR6zwtYLfFNjRkMYbqLLPef7QM2AWuxi+PQj7sG0hyb59hX\n0NfMp/iV9/+qqv/zzQki8ibgHcCbgfuA94nIG1TVvZQD3M0z6YH/WlXfBPxx4Ps3mf9B4LdU9VHg\ntzbvARARC/xN4DduSvu3gK8FvhL4CuCPAl93F/MdRVEURVF01+nmxpwXet0lbwferaqNqj4OPAZ8\nzUvd2V2bUKrqZVX915u/F8AngIuEE/ipzWo/BXzrTZv958DPA/s37woogAzIgRS4erfyHUVRFEVR\ndPeFB5vfzusO+AER+bCI/KSIbG/SLgJP3rTOU5u0l+RUrrWKyEPAvwn8HnBOVS9vFl0hfCWOiFwE\nvg34+zdvq6r/D/B/Apc3r19X1U88z3G+T0Q+IyLXnrh+9FyrRFEURVEUvSK8iN9QnhGRD9z0+r6b\n9yMi7xORjz7H6+2EedXrgD9CmEf9L3fjXO76Xd4iMiJcdfwrqjqXm353p6oqIjd+C/m3gb+mqv7m\ndUTk9cCXA5c2Sb8pIn9SVf+vLz6Wqr4LeBfAV7/u/lv/xjKKoiiKougeURH87d/lfV1V3/q8+1L9\nptvZiYj8b8Avb94+Ddx/0+JLm7SX5LauUIrIn9z8vvHmtK+6je1SwmTyn6jqP9skXxWRC5vlF3j2\n6+23Au8Wkc8D/yHw4yLyrYSrlu9X1aWqLoFfA/7E7eQ7iqIoiqLoleo0fkN5Y8618W3ARzd/vxd4\nh4jkIvIw8Cjw+y/1OLf7lfevA/9CRM7elPYPb7WBhMuM/wj4hKr+6E2L3gt89+bv7wZ+EUBVH1bV\nh1T1IeDngL+sqr8APAF8nYgkmwnq1xF+jxlFURRFUfSqdUq/ofxbIvIREfkw8PXAfwWgqh8Dfhb4\nOPDPge9/qXd4w+1/5f0p4EeA3xGR71HV34UXnDJ/LfCdwEdE5EObtP8W+BvAz4rI9wBfAP7cC+zn\n54BvAD5CuEHnn6vqL91mvqMoiqIoil6RTiP0oqp+5y2WvRN45504zu1OKFVVf1lEPgX8UxH5ScLk\n7lYb/N88/6TzG19g2794098O+E9vM59RFEVRFEWveLq5y/u14nbPRABU9TPAn9q8vvJuZSqKoiiK\noui17h4/h/KOkhcKOPO8G4o8oKpP3OH83DFf9WWv03/1D/4nUI/aFHEd4h2uHKE2BVX6YkLSLE6i\nupiuQa0N0RK8wyyO0GKIimDamm56lmRxgBtOsdUSfI/mA8xqjhtthe26Fp8VmGaNG0wAENdjuhCB\nwmdFOE6yiZ5zI9pCW4N39Ft7mK6hHe9hfEdSzXH5ELue47MCRDD1CtOESCI+KzH1Cp8P6IdbmL5F\nvMOu5+B92CZJT/ZxIwqKzweoTRDvQtmohscTmATTrEPevEOzAmnWYBJcOUJch88GOJuRNEvUJpiu\nBjF4m2LrVdhftUIHY6RrAGh3L5LO9vHFEGnrUEnGIn1LP5xiuzpEd9hEeXDlCADbVuAcPi9RYzF9\ne1LH4l2IBFGvwFjcaIp4RzvcJanniHpcVoay37D1ClnN8NM9pK2RakV7/mFss0LFYFyHNGs0H4Tj\nZgWaZNjV8UlEH00z1Fh8WmDrBaZehfUhRFoB1NiQP9+jabFpExXt+Ay2rxHXn5SdqOLS4qTsADTJ\nMNUSzQpcMQxRXlyHXc7wwwnS1vhiGMqkqfBZ2N7nJT7JTspO2hrNik0bbkKdd5vyFwPqcYOt0F7L\ncYhsoRrOuQmRQW7UK+oxiyP89tlQ7k1Fu3tfqCMI5akazqte0W3tIeoxTYWmGaapcMUQtUmIxrKe\nozZ5ts+1dSizG3XrHL4c4Yoh4h19Psa2K0zfhHbqupNyVmORvkOTNOzHdfhiGM7ZhAgtpqnw5Sis\n40OEGbOe44thaL83laG0IfKKdC34HkwS6ma1CJFQANoat3P+pM2hHtuHvpAsj/BZjjiHdDWaFqHs\nxtsn7/vBJLRNEZLlEa4c4YpxiAbk3cl++sGEZD0HoB9MwNjQl9WDGMzy+CQaD1vbIcJXVuCGE8Q5\n+uGULhtSzK+EcusaXD5A1Ic2vylPANPWmGpBt3MB8Q6fZJi+xa6O8cUQOz/EbZ056Xs+H4S22tXY\nwyshgpMIPh/giuFJvlGPZkX42zlMs6af7IZxOB+R1mE9lw+RvkXUY1fHIZqXCZHI+jMXSQ4u47bP\nnqxn61WIh5ykuKx8drztG0Q1jA2bqD0+K8JYOZqGNl0tno28pIomCaKKz8rQ743F202kr77BZUNs\nt0Zcj09zkuVRiK7kXGjXxp70KdM1iO8xbXNy7i4rTz4LxPVh/3mILJQc74e2PpiEzyNjN58PLXY9\nQ/MB0rWosbhieNJOu2ISztN3mBv9cNN+pFkjyzk6np6MA93WWZLVcaib1Sz0/3Ic+v9wGupxeRw+\nNwDNCuz+U5tIOjaMOWmGrZa4wST0D/UhbX6IH2/jbYgG5tKS/OAp1NpnP19s+mxkOe/C54HrEOdQ\na58dS/vu5PMBMZsxoA/HLUeoSWgH22TrI2y1CGOATemHWySrGWosmiTY+SGal6GeqxXd2Qew1ZJu\ntMP0q7/5g7e6a/o0vOUtb9H3/MJ7b2vdR1//yD3P7wu55VfeIvJj3Pqr7f/izmYniqIoiqLoS4Gg\np/M48FPxQr+h/MBNf/8PwF+/i3mJoiiKoij6kqCczk05p+WWE0pVvREiERH5Kze/j6IoiqIoil66\nL5kJ5ReJkWeiKIqiKIrukC/VCWUURVEURVF0R7x67uC+HS90U86CZ69MDkRkfmMR4dmUk7uZuSiK\noiiKotciBbx+idyUo6rj08pIFEVRFEXRl5IvmSuUURRFURRF0d0RJ5RRFEVRFEXRyyCoxgllFEVR\nFEVR9BIp4OMVyleBtoEnPxtCuhkJYdycw+YFGIG8IMkKWG7uM7L2JOwfwzH+mSfpFkvs1gSxFrKM\ndH4EbYt1T+KrNWLCj2ld7zCDMoRvq9YkW1P8ckFaDlD1SJpB38NgiCzmaFNjyjIcC1Dv8argPcn8\nGGxCsZpBU4cQd85BUWLqKoT/U4+uV2jXYYZD8AptQ1YO0L5D2xbvHLoJOWZH4014MY/kBX65IJnu\nQFOH/OVFCNO4WiKAbI6BtRgxqHpwjiRJwQh2PCXtO6hDWEQGQ6jX2HIIXUt/9SoAZlCigBkMyeZH\n0HdIVZ2EWNSmRYZDEn0cbduQDyNIMUBWi1B3gyFar0nSDD+fIVmGJCm+bTBZjm8bPIAqttyHvKCY\nHYS8qcc6B1mGnx1jpjv440NUFTm8HkKJdR3ZMoSx85u8qQjqHGIMxlokSdG2wYzGaNuGumtbSJIQ\nFs45dDFHshCmDQnbqXOo6zHlAANo31FMj6FahTJQD8UAmhpTlOjsCLdYImmCGQ5Rr0iakBgL3uHm\ncxwgxuC6DjsMIQB9XZPs7OJnx9idXcxiHuowy8B7pO9Dex2NQ0izGyEuAe06kjKEmby5TeLcJtRk\nj7UJGKF/5hm8Eez8GG1bGAzJjq5BmuMXM3xVYcoSX1XIcIh95gnEJiEUXV6EPnf5iZM2p1WF2d7B\nX98PZVttQsdZi2/qkPc0JR0MIc1C+9uEKqXbhKjsQrvR9SqEdHN9qA/AZHloT4DWdWgnxmCSFClL\n/HKBbt5r32GtBa/YLEObGtnaRpdzcC6U56YOWc5DnzOCnc9ge5dicRT6q3NovUbSDOsdvqpCPzQG\ntRZ9+gn8pqzTNEWKAbpa0K9W2NEYXS5Cvd4Yi6wlTUO78usViTGh/Td16AtpFkL1ieDXK6Reo3W9\naYZh3Wx7h8wmJ/kDQnus1+AV7TsEMMMRWle4uibZv4wMx2GcaWooS6SuYTTGLmbhmHmBaerQl9cr\nfNsiZYk7nmGnW9jNe23b0J82/UPbFiZTkutXYTAkGU1CSEvA9j3kOf3nPweTCa6usZMJvqqwsyN8\nXSPXrjw71lUhBK2dTLEujLGslqHtFwOYHcLWDswOka5HjWAOr4fz3+TJV2vMYIiohjEPwpibpKEe\nNIyjaZKGEITL+Ulb86slZjJFNmUJIGUJaYY/vB7a4XiCeI+xSSjzTRlIkpJMtkJZ9h1mtcCkB9D3\n+KODEGZ3c55mPIGqQrIMU5TQNBgg2dqGxXEYj4oyjHsiMBzjnn4CSVNkdoSrQ3vJBlcgy+H4MJx/\nUWC6DrM1hcc+jjlzFup16K9phh4dokZCWzg4Dn1pXeHzEHLyxmenHY7QpsHMDkPclyQlyQtYr5BN\nOFcRgaYJZb4OY2Cyd+4kz34xR8pBCAd5dERy4SIYwV3bJ9k7e9LnrTkIn5V5EfqnV0gTZDQhPdyn\nv3IZO5lg0iSMwV2HpClutSLdfIbm9eq2pxJ3W/zKO4qiKIqiKHrp9EvoLu8oiqIoiqLoboi/oYyi\nKIqiKIpehtdaLO/XzrXWKIqiKIqiVxFVua3XyyEi3yEiHxMRLyJv/aJlPyQij4nIp0TkW25Kf9sm\n7TER+cHbOU68QhlFURRFUXQP+NM5zEeBbwd+4uZEEXkT8A7gzcB9wPtE5A2bxX8P+GbgKeD/FZH3\nqurHb3WQOKGMoiiKoii6B07jN5Sq+gkg3Gn///d24N2q2gCPi8hjwNdslj2mqp/bbPfuzbpxQhlF\nURRFUfRKosiLucv7jIh84Kb371LVd73MLFwE3n/T+6c2aQBPflH6H3uhncUJZRRFURRF0T3wIm7K\nua6qb32+hSLyPuD8cyz6YVX9xZeStxcrTiijKIqiKIpOm548D//l70r1m17CZk8D99/0/tImjVuk\nP6/X7oQyy9GH3ogmKd6mGNfhkwztanyS0w62cSYjr49Rk2B8hyKkq6MQTePBDLM4xp29hIrB2xS1\nCUm9xGUltl6BMSd/9+UY26wQ5+izArueoYBUK/xoGqK+uA7dOYd0NZgkvBeBfBCiyLiObrwLYmiK\nLVQMRXUUzkc94npMW6NJgvQ94h0uL5G2RtOMLhtguhoVQzI/wOcloorLSwCkrenGuyTLI7y1mOUx\n0nf48Q6IoNbiswG2WYXIOWke0o3d5CFE5KiGZzG+I21XCIoi2K7CtDWokhQlZAVuOEH6nq4IEV1M\n34Ry6DtcMcR0Nc4kqE2w1RKXFZhmTV+OSa89GSIPbe0ibY3PCmR3jeYDaNYY1VCfaYZpmxBdoRji\nspIuHyPekfR1KA+bYnfmeBGYnsH0La4cIc4hXU0zvUC6PESTBMRgF0f4coS4PqznHXY9p9m+j3R1\nFKJfrGaQZrhyhGkb3ENffnKOahLU2NDm0gLft5vyTakHO9i+wfYNxvc4m5FWxyEv4ynJeoGf7nFj\njHGbttsXI5J6ibQ1/WgbWy3pBxNMVyNdSzeYkMyv0Y13SfefgKzAD8aY1Rw32gpl6UMUIACf5GAs\ntlnRZaF91INdrO+wXY1xLWpTpG+xXYjYlBQD8B63fRbpO/o0x6d5aC8XHsR0oVzteo4ai88KTBMi\nmfRZGerkeB/pWnQ0DXWWl8h4B28tKoJPi5NzIklhc25duRXKqlmixpLWc1QMxnWId0jX4rP8pOwB\nNMlIZ/uoTXGDSUhXTzU4g/E9xfoAlw5QEcQ7vE1JujXJeo5aSzPaw/YNwrMjvngH3qFJhrjuZPs+\n3Zxf32C7NeJ6EEFch6lXqE3BdUhaoFmBs5toVGIw7RrbNmHdJMPlg9B++gaf5NiuxtsQqcd0DfQt\nAif929sUn5WI6/A2I6nnmHoFJkQpWu49glFH2izxJiGp57h8SLKa4Yohtllj2go3mITt8hJnEmy9\nQs+ECGK6iYrSDrfwJiVpQ6SRkM8Waesw1pSjUOfegbGo30SEygr6fIitQkQcdyPil01ZTe7Duhbr\nWtJqhs9K0nKIpgW2WoJ3mJ0EXwwx9Qo3nODEoGKw9SqMD+UIVOlH26E9uI5muEu+fYDalKQYojYJ\n407fhnp0Dp+Ej8A2H4IY+qTAuI6kXaHG0pZTbFeTNEt8VoJ6+gsD0nqObULUmz4r8EmGbStUzElf\nt9tn0SSlLqdhvSQna+YnbQNVfJIj6Mm4jQjp5ceRR94Y+pCYcMxNX/dJGJNtW1FPzuHFkm6vEHWY\nvg1tpF6FshpNMc36ZBx25Yj+Rp/ejINUK3S8jQf07CW6JA/llBQk7YpkuIWmGTTrEGVtvI1p1iH6\n1mZc93kJTRXGpXpBN9g56RN5dUSfDjadR0K5iiWtZuAc9fgMSbvC1Ctk9yw+D+va+1pcXtKVU4rx\nEzTb94Vzc23IW7PEVosQaSoroK1Dv9odYqc7+HIc8mbT8LmjitmMJZpk9EnxYmcUd8Ur4LFB7wV+\nRkR+lHBTzqPA7wMCPCoiDxMmku8A/sIL7ey1O6GMoiiKoih6BTuNm3JE5NuAHwP2gF8RkQ+p6reo\n6sdE5GcJN9v0wPerqtts8wPArwMW+ElV/dgLHSdOKKMoiqIoiu4BvUNfed/6GPoe4D3Ps+ydwDuf\nI/1XgV99MceJE8ooiqIoiqJTpgguxvKOoiiKoiiKXo7TuEJ5WuKEMoqiKIqi6B54LcXyjhPKKIqi\nKIqi03YHHxv0ShAnlFEURVEURadMOZ27vE9LnFBGURRFURTdA/E3lFEURVEURdHL4uIVyleBukI+\n/ylwDgv4uoauR4YD0uGQ1CskCZjNLfti8EcHSFkiSYpfzPFdhzk+QrIMay26dwE5PkQPrqFekTwj\n3TuHzo6wXYcYg5vPwVra5Ro7KPF1jRmUaNcj1oIRTJqCtbi6xhQFfl3h1hUmz0jPnUPblnSzLkkK\nYtD1CnU9YhNMluFmx+jmxxfeOZLzF7BJgi7naF3jnEOdI9nexpbDELnCK+nTj+OOZ0ia0Lctvmkx\nRYF2HXa6RZKmiBi07zDe46sKIwZf16Tnz+HrmklRhHwB5AUs5vj1CjMYghH669cxRYFYi1hLmmWw\nvQfLOf3+FbCWdDSG8QR/fR+TF/imhrqmrxvscEC3rlBVTJHj1xVmUIb9ZRna97iuw6Qp2rR0bYtJ\nE+z2NsYrqREkSUM0CmPwywVy47ycw1XrEPlDDArkl1ZQV/jjEJXIeR/ynxckNkQKoevIrj6NO56B\nEVzTImmI9tF1Pdm5cydl4Js61Mu6QtSjXknP7uGrivFw9GybywvSxRxVH/Kmnv7oCDO8iliLek9y\n4X7wjvRzn8CtVogY0kv3w3KOtG1oR0dHmCyjnS1Itsa0qzUigqQp3WpFMpkgRR7yW9dgDLJahQg2\n64rs4n345ZLxeLLpCwLlAJoav5gjWRbKZbFEEotcu4KkKclgCONpqNfLT4O1JOUg1FFTY7wP5bBc\nYssSXze0dSgbUxT4usaOR0g5wFfrUOabiCy+rhExkGekkympenAu1IW1kGZQV+A9mNA/jIT+J5s+\ndqMv09QkYpA8B5uQZVk4R+dIvYOmRts2RHG6scw7ivqjaNuiziGbPnAj38l4FNrxeCtEfFmvwrZJ\nCkUZ2tNygTl/EfoOvb6P9j1mMMSMJ2As9B1UK3xVhWg9RYEpBpgb5wpY79G6IsmLELFmcxx1DuMV\n1GOtJRGDWy5INvnzgBkOETGMrjwVxhJjQ71Wa2S9wmQ5Op+jRmiOZ9hBiYPQXh99I9Rr3JXLmLLE\njLeg78iKEl3OAdCug76nn80xg5Jk90zIp3fQtmHM2pQzgLUWN19gijy839kFYKv9eKjTJA1jcteC\nc8h0F+o1OjvCrVaYLMOrYnfPQJqhR4doU0OWIZu6S9vHUNeDc5TW4pdLTJbR1w0my7B5dpIfKUvE\nKzIYYq2FtiErB6H+mwaAtO+ebXdZBmJIjg4weYFqaN8WMJt+ZceTsH5e4PZDP8lEQvkZQZdLxFp8\n26BtG+prXWGGIeqM7JwJ0WuODhBjkCSlnx1jswxfNyTjUWjTwMA+/mx/TVNw7qR9yKbNYi32+ACG\nY7AWc/wE1BX9lct4CJ9tm/FK1yuk65CiIPWK9h1uXZHs7dF84Ylw7OIZSNPQP9M0jEnW4rueZDhA\nbEIxGkFVwSCcUyYCTR3yWIRxhXodPufWfxjKMU2RvXMhH59/DN/1uNWKbGsC4wn57Cj0o74jFYOv\n1ri2Rbs+tEMgPX8OjmfI9jYWUOfCuLNchMuASUo6noR23He3O5O4qxR5TX3lfdcegCQiPyki+yLy\n0ZvSdkTkN0XkM5t/tzfp/5GIfFhEPiIivysi/8YX7cuKyB+IyC/frfxGURRFURSdms1NObfzejW4\nm0/U/N+Bt31R2g8Cv6WqjwK/tXkP8Djwdar6FuB/BN71Rdv9l8An7l5WoyiKoiiKTpfq7b1eDe7a\nhFJV/yVw+EXJbwd+avP3TwHfuln3d1X1aJP+fuDSjQ1E5BLw7wH/8G7lNYqiKIqi6LQpcluvV4PT\n/g3lOVW9vPn7CnDuOdb5HuDXbnr/t4G/Cozvct6iKIqiKIpOhfLq+Tr7dtyzIJKqqoTyPCEiX0+Y\nUP61zfs/A+yr6gdvZ58i8n2b32dee/JwdqezHEVRFEVRdMd4f3uvV4PTnlBeFZELAJt/928sEJGv\nJHyt/XZVPdgkfy3w74vI54F3A98gIj/9fDtX1Xep6qOqunf/ztbdOocoiqIoiqKXRRW8ym29Xg1O\ne0L5XuC7N39/N/CLACLyAPDPgO9U1U/fWFlVf0hVL6nqQ8A7gH+hqv/x6WY5iqIoiqLoznst3ZRz\n135DKSL/B/DvAGdE5CngrwN/A/hZEfke4AvAn9us/t8Du8CPiwhAr6pvvVt5i6IoiqIoutdeLZPF\n23HXJpSq+uefZ9E3Pse63wt87wvs77eB337ZGYuiKIqiKHoFiDflRFEURVEURS+ZAqpyW6+XQ0S+\nQ0Q+JiJeRN56U/pDIlKJyIc2r39w07Kv3gSbeUxE/o5svj6+lddu6MU8Rx98A6ZZo9aS3AjplhW4\nNMNnA7psSFYdo2IQ9Zhzl9C+A1X0/tcjgKoPy7sQ5k62FDl3CWlrUI+3Kabv0TMX0L4jaSp8OSKp\nlmhWYNKMvhgBYJdHiCr4HkwCxRC6hqRakqhH0wyfD6DvqKcXSNoV4h2mXqHnM6TvkWYN3mEnU2ib\nEMrKWnwxBOdw5x/CuA7TVOE4bYOb7CDOYeYHuPseDsvXC9RaTFrQD6fYZoU3luQgPNVJR1NMvYJi\niOlqLOAGE6StqbfOY3yH6WrUWORMj2nWnNyI9uCXQdeg1qKA9D2ox1iL2bsP6VtUTEgrh/hiiKlX\nGO/RNEeaNSYf4POSrpySVseYaoGoojZFjYWsCGVXr8A7NB+EEHjG0o3PYFyL6epQdhceRJoKvEP6\nLoQaK4chZJ+x9OWY5OAZ/Jtfh+kajOuRegUidNvnsc0ac7SPe+AN2NUx0rVoVtCPtlFjSeol2qwx\nzoWwikmGeIfVZ2/N8/kANZb1cJesOn62nZ5RbL3CyybM5iMp6vtQbl0bQug1FfrgG7DeIV2DzwqM\nGHQrhK5Ldo/xgwl5tUSTBGOSUHbFhGx5gCYp5vBKCDU5nGDqFZJmSF2F0I3jbUSVeriLbVchXKSx\noc22FXQtmmaoTZG2RtNsE16vDm2877BveBNqU3Ch/4hzaDnCVEtMvaY/ez/J4hC8w4+muKzEeIdZ\nHYe2aW3Yv3ehTJsqtMM0wxVDfFrQpyXWtUjfhnBzgK2WIaRcvQp5fv041OF6jh9N8cZu2kWCqEe6\nFnFdOJbrkNkBeu5+ZHkcQhN6F0IimgKzc5Zu+zymXYf1VVER0tl1NEkQVVw52owrA8R1+CSjTwek\n9RzjOpbjcxh1FKOnMKs5/c55FtMHyLsl+WIflw9RsRjX4l2Pz8rQbvsWszwOdXbfhLbcwiU5+fIa\ns93XUydDzhw/RnZ8FZ8Wob0A9A1WFZ+V9PkA4zq6YoJRh2krEEF8GAu1XmHOeaRtsA8luNEUAFFP\nPdghm++jl95AZxLafMzo6qdpti+G4XV2FbOa4XbOk9YrNMlohtsY37McnWe4ukp2fHUTci8LbbZe\nYc4TQituxhhpa5oz95NWszCWeMdq+36M78Pz94wlr45oym0Gs2eQvsNvyl3PP0xSL2mGu6Fe6nmo\n067FHFyF0SS0c+/Q4TSMN7PraJbTj3YQ9fT5GJdk2K4maVchXzZF+hbxPfXkPLarsV2F2vBxac9e\nwqnHLo5O+oWmWRgv+55+sovLBviH3hLKWgx2s29Rj62WiO9x4108kKxmJ9v7rMSdfYD08DKsF7hz\nD5Asj/FZQdLWoc8Nxoh3tNNzoZ00VThv79C9i0hXgwj9cBrGw2KCsxl1OmKaFqSza5jzD4T8NnUI\nE1mO8ElOeu1JdDMm28OrMN6mK8e4N34NZnMOtlmFftQ1IU82CX2nWsFoAt7jzj3AenKBtKtAPbIZ\nC9PlIVIMkXIYxuJtB3kJQDc9i+lq6q/5For5FdKmQvafhukuPi/DOa6XtBceCefd1qi1+CQnWc+R\n9QJz8WH6fIBdz9C0gL5F73sYaWv6MpSbrVf0o+0XNZ24axTc6dzB/VHg24GfeI5ln1XVP/Icyw5d\nnQAAIABJREFU6X8f+E+A3wN+lRCo5teeY70T8QplFEVRFEXRKQtXKO/+TTmq+glV/dTtrr95Cs9E\nVd+/ecTjP2YTiOZW4oQyiqIoiqLoHngRE8ozIvKBm17fd4ey8LCI/IGI/I6I/MlN2kXgqZvWeWqT\ndkuv3a+8oyiKoiiKXsFexE0512/19BsReR9w/jkW/bCq/uLzbHYZeEBVD0Tkq4FfEJE333aOvkic\nUEZRFEVRFJ22O/iMSVX9ppewTQM0m78/KCKfBd4APA1cumnVS5u0W4pfeUdRFEVRFJ0y5d6GXhSR\nPRGxm78fAR4FPqeql4G5iPzxzd3d38UmEM2txAllFEVRFEXRPXAaE0oR+bZNgJk/AfyKiPz6ZtGf\nAj4sIh8Cfg74S6p6uFn2lwnhsB8DPssL3OEN8SvvKIqiKIqiUxdieZ/GcfQ9wHueI/3ngZ9/nm0+\nAHzFizlOnFBGURRFURTdA/oair0YJ5RRFEVRFEX3wGtoPhknlFEURVEURffC3brh5l6IE8ooiqIo\niqJTdiei4LySxAllFEVRFEXRPXBKsbxPxWt2QumOZ8x/6b2YLEF7h80zsumY9ngBQHF+j8wI2rTY\n8Qh1DvWKqqfZPyApc5LpFs3Va5g0xRY57WxBUubMPhue7zk8v4PJM4oH76d//HO4qgavLJ68CkC+\nNSTf2cIWOf1yTVPVdKua0YMX0N4hiYU0YfnMPsZa0vGA9ZUDRg9cIDEG7Tokz2jmS5JBSX3tENd0\nrK4eUe5OSIcFYgzJsKRfVfRVg8kSVpcPycYlg7M7tPMl2WTEev8Q9Uq7WGMSixgh3xqRT8eYLGE9\nWwKw3j/C5hlJkWHzlL5qKM5MSUZDqivXyKdjkuEQ7TrIM8QrZlDSHx4h1rJ+Zp/BpfMwKGkuXyUd\njwBoZwtsnnH0qSdIipThfWdCnVy4QP35LwDg2576cE63bpg8cJZkNMQYoTpeUB/OsXnK6KGL4dhA\nVzX0VU0yLDFpSnX1gOGlc4hzeK+QZ7TzJRihOZzT1y3NbMX44i4mTQHIpmPqg2Nc3dJXDb53JGWO\nzVJMEsp2dvWIpMhYX/s1xIQnbU0eOEu2vYVbrqnXFc3RArEWmyXYLEG9IkYozp0B72mPF5QXz5M5\nh29bTJGHtrc1ofuisnNNS7+uyHentEczAKprx/RVE+p9MiLb2cZ98uO4qkHVs756hO96TJpQ7k5I\nRkMEqNYV3WKNazvUeZIyxySGbt1Q7k0xaUp7PKc8v0eSprh1RTIegXMk29u0V6+iXUdzOCPf2YLx\niOZK6BMmS/BtT1/Vod1kKfl0RLY1Ir90ifaJD9ItViRlwfwLv4nvPdm4ZHjfHnZQ0s7mtLMVAOp9\naJeJxeYZ/arC5hliBNf1jB55ANYVYi1mOMAvl6hXFk9dIRmWtLMl2XhAfvYMHpDxCP/Zz4S8Hxzj\nuw6TpogRyvvvQ3tHcxjKbH3lAN87svGA+mjJzpc/iCkKku1t/B/+AWqEZLoFqkhZ0jz9DIjBNy2q\nnuzMDlo3dMsV5YP3kziHX1c0h0ekRQHqWVw/JpuMwAjbr3sEbWoWH/805fk9qmf2SYYl2dYYnMOe\nPcv8I5/ApAm2yOgWa7LpmHRQ0iyWbD/0STBC/fgTHF4/JilS0tGQdHuL9ZPPkE5GpNtbdNcPEWtJ\ntyZ0szlmEvoiSUo/n9MczkJ5ZinlxfOICL6qSHZ2cVev0gP11esAjN74OhafeZzxl78BN59z+KnH\nGZzd4egzv8zowg7l+T2yvTPgle29c6x+7/eYXzsmHeRIYtHenZx/ur0FztFcOySdThA+grM2jNvr\nivEb34C7to8pCtxqhVssGe7u4BZLVBVX1YgxtPMl/bph8saHSB54GPfkF5A8C2NRmtIeHJ2MX/ml\nS7C1jR7s41YrxCvN/nWSYUlqLeoc1WyJSSwmz+jmS8rzexSDEgCxFrdYYrcm9MczXFWHNlpkpOMR\ndjxCRmNQT/8HHyTb26WfLzBpgmQZ2vVhv4dHODGkO1PaJ36H4sI5nPqw/83tvqKeehY+p9yHPgwQ\n2m5icU2LGEHEkE7HYC0yHNIdHGKyjNUXnkYSSzoaIMZgByVJ15HlGaPtbZYf/zRdkbF44ir51ojh\npXNUV64xeuPrYLGkaVqaoxn9uiEbDzBZQn5uj2SxhM2Yubp6HVXdfHZkIV/rCpNlrJ/Zx+YZxbld\nSjGYIkeKAryirmf1mccRY1jvH2ESy/DiHiaxpGf3SJuK/guPUxYFRx/+FOmoJB0NcNWnSMcDXNPS\nLdb09W+jXil3J5g8Q52jF4OqR71i0oT1co1NEySxJKPweZXunaG9eg1GA+xweEfmGXeCnsZt3qfk\nNTuhjKIoiqIoeqU6rccGnZY4oYyiKIqiKLoH4m8ooyiKoiiKopfFv4YuUcYJZRRFURRF0SlT4hXK\nKIqiKIqi6OVQPbkZ67UgTiijKIqiKIruAY2PDYqiKIqiKIpeqvCVd7xCGUVRFEVRFL1UGkMvRlEU\nRVEURS9TvEIZRVEURVEUvWTKa+vB5uZeZyCKoiiKouhLjoJ3eluvl0NEfkREPikiHxaR94jI9KZl\nPyQij4nIp0TkW25Kf9sm7TER+cHbOU6cUEZRFEVRFN0D3uttvV6m3wS+QlW/Evg08EMAIvIm4B3A\nm4G3AT8uIlZELPD3gH8XeBPw5zfr3lKcUEZRFEVRFJ0yVb3t18s8zm+oar95+37g0ubvtwPvVtVG\nVR8HHgO+ZvN6TFU/p6ot8O7Nurckr6UfhN7sq7789fo7//jvIN5h6hWaZvi0oM+GdOmQJh2wNFtM\nu2sIihdL4lqM71AxDGZPI6qYxRGkGe30HHW5S7m+jm1WSLMGMVRnHmRenmVrdRkVQ9osEO+w6zn9\ncEo72AYgWx+BCMnigOW5N2DUYbsab1OK2RV8VtDnY6piiophlWyRaY31HYKSuJbB6hpdNiSrjkmO\n9wHwoykuLXBpSVXuMH3mIyAG8Q41lm5yBttW+LQgWR6Fh16JQbqGbnqWtpxiu5q0Oka6FpIUl5Ug\nBtSTzq/TjXfRJKMutkn6imvDh0hpGbbHtElJ0S1Pyj1t1yT1HFstkKbCj7fpixFNMaVYH2CrJeI6\nNMmY7T2KiqFoZiTdGnE9pm+w80Pqc4/Q5hOSviKrjrHrOb4Ysp5cQNSTdBW2q7BdTTvcRUXo0iFd\nklPZEcNuBkBvMyaLZ0JZ2ZTi6BnEddC1uK0zeJuynFwk69cMrz6GL4ZIs6Yf76LGIq4HY0nm1zbl\n1oII63Ovo09KBotQ77ZagLH4rDh5L6p04x28SWnzCWm34sro9Yz8jLxbU6dDym6B8T3eJBTLa4h3\noW6Npds+R1dMMK4nW1wDQPqW6syDrIodRutreJuSVccAJ/XbbF+ky0ckXYV4R358Gc0KvE3xaY6o\nYtdzXDFEk4z14AxFdcT1ycMUbhXKzWQkvmW02selBWm7CnlbHiHNGl8M6Ufb9NmQtJ5jqyWaJJi2\n4eC+t9CbjOkylLvxHUk1x9QrfJKx3n0QNZZifYj0LT7NMX2L2hTT1bisxDYr+mKCS3KqYkpnclop\nSGmRzYPbin5FUR3RpyWD2TNIs0bzAc3oDG02AkDFMH3yD+m29kIDFWE1voDxjsTVGNdju3Uov9UM\nFcG0NT4fUE8vkK2P6IsJXVrSJSUqwnB1DZcWAKzzKYrgTErRLWmTMpyzOrYWT+NNivEd6Ww/tB3A\nlyNQZbH3OsaHnw9jCSDOUZ19mPL6F/BJhjm4Cl0Dowlu5zwuK2mKKWm7wrqWZHFANzlDU27T2QJR\nz2jxDH02pM638MZifc86nZD4FqMOlXANYby8ctJ/zJUn8MdH+K/4o6hNUWNZD85gfcfo6mfQrMCs\nF3Rbe6RHV+h2L2K6GhWD6Rqkb8O4YhLwPWrT0FdcF/qRSBiHuxrpe0xXU+8+QJcNyOo5R5MHSH1D\n4lrapMSoY7y8ctKmpW/QtECtRfqe9c79JF1Fcfkx/HCCuI569wHqfAtBsa4Nr77B2xQVQ9LXYV+u\nQ6oV7fmH8WLp8hHG9xjXURw9QzfeQbxjMbmEUcc6nWDU0UpBpjVGHWU7BxHyekabhX62HpxhtLqK\nF8vR5AEm1T6iHmdSEKE3Gd5YinYR6lo9tqvpN2XgbEaflmTNHFElWRwgqzn93qWTsRxVEKEengFg\nVewg6pkunqJPS5zNyKsjvM3DsRb7SFsjTYXmJajn+L63nHxGoB45uo4/ewlTr1iff30Ya+b7+LwM\nddZU4bNiaw/TN4hz9IMJ4h3p4WXo2jBWnblIV25hXM+63KE3KVZ7epMh6mlNwaBfMFhfD33/4AnE\nOfxgvNmupSm3SfqGpJ4jvscuZ7jxNi4LeemKCUlXhbJRpR9M6PMRaT3HpwXpPOy7H25h+hZUsfUK\nNRZXDOnKLdp0iKinTkc89OiXfVBV3/ryZhovz/kHv0q/64f+1W2t+yP/2eALwPWbkt6lqu96sccU\nkV8C/qmq/rSI/F3g/ar605tl/wj4tc2qb1PV792kfyfwx1T1B26173hTThRFURRF0T3gb/+i3vVb\nTYBF5H3A+edY9MOq+oubdX4Y6IF/8mLzeTvihDKKoiiKougeuFPfEqvqN91quYj8ReDPAN+ozx70\naeD+m1a7tEnjFunPK04ooyiKoiiKTpkquJd5B/ftEJG3AX8V+DpVXd+06L3Az4jIjwL3AY8Cvw8I\n8KiIPEyYSL4D+AsvdJw4oYyiKIqiKLoH9HQeRPl3gRz4TRGB8LvJv6SqHxORnwU+Tvgq/PtV1QGI\nyA8Avw5Y4CdV9WMvdJA4oYyiKIqiKDplqvpifkP5co7z+lsseyfwzudI/1XgV1/Mce7JY4NE5PMi\n8hER+ZCIfGCT9h0i8jER8SLy1pvW/WYR+eBm/Q+KyDfcizxHURRFURTdSer1tl6vBvfyCuXXq+rN\nt8B/FPh24Ce+aL3rwJ9V1WdE5CsIl2AvnlIeoyiKoiiK7opXy2TxdrxivvJW1U8AbL7fvzn9D256\n+zGgFJFcVZtTzF4URVEURdGdo6+tWN73akKpwG+IiAI/8SIezvkfAP86TiajKIqiKHo1UxTv/L3O\nxh1zryaU/7aqPi0iZwl3HX1SVf/lrTYQkTcDfxP407dY5/uA/waYnplO7miGoyiKoiiK7hjlTsTp\nfsW4JzflqOrTm3/3gfcQ4kY+LxG5tFnvu1T1s7fY77tU9VFV3bv//N6dzHIURVEURdEddRqxvE/L\nqU8oRWQoIuMbfxOuOH70FutPgV8BflBVby/oZRRFURRF0SuY8tq6y1tOe+YrIo8QrjZC+Mr9Z1T1\nnSLybcCPAXvAMfAhVf0WEfnvgB8CPnPTbv705urm8/rKs9v6vu/5s/R1h5hwo4/NEjAGvCedjEi3\nJjTXD8m2t2gPjkiGJfX1Y9bXZiRFSrdumL7+IrYo6Jcr8r0dVk9cZvjgRSRNsKMx3fXrzD71eQbn\ndxBrSbe3sKMx2nf0h0dImtIvVxT3X6K9fJl+VXH9E08y3Jtg85TqYM7o4hlc3ZKNB6hXmtmSySOX\nsKMh3dEMOxrQ7B+QjgbMH3+GcneCa1rUK4P7ztIezRi87iHaK1fxbU9+6QL0Pb5p8XXN+vJ18p0J\n3XLN6A2PIGnK6pOPkY4H9FWDsZb8/B7Vk8/QrWqqgznDc1PaRUU6LBAj2DzDNS2u7RlePIukKd1s\nTra9RXPtkGQ05PjTX8DmGQDr63POvPlBtHeo15OyHb3ufsRaALrDY5rDGfnOFmKEZLqFGQ5ZfvzT\nlPedQ7sOSVOSM2dYffyTdKua1dUjBntbYftVTbE7Ae+xZUF17RiTWLbe9Dp83WCyjH6xRJ1Dvadb\nhgABvu3Jp2NMltBXDfmZHZr962TbW6Rnz+LXKwD62f/X3p0HyXnXdx5/f/s+p+fUjKTRaUu2JMuS\nbdkGH9jYELyEBRYoIBsWqK3iqN0lpLZqQyqpVMhVRe0me6RSRQ5y1m5g2XWAZFP22gYW8GLZkmwd\n1j0zuua+Z/q+nl/+6MdCIViW3Zpp1P68qrr66V8/Pc+3v/3r7u/08/s9zzK1QhELBilOL9B15y4A\nihcuYdb4XyzclYGAkRu+RK1UASCSilGv1BodPB4lEAlTyxexgJEYHKBeLFMvlQhGI9TyRQLhMMsX\nJghGwmBGMBIisbaP8twC0e4MxekFkoP9BDMdOP81Lc3ME4rHCERCBJNJAskE1OuUJ6YJd2WoF4oE\n41GCHR3kz56jtJClki3QefN6ClMLRDoSuFqdYDSChYLU8kWi3RkC0Qi1XJ5wOkUtVyCYjLN05kLj\nuSbjZMfnWbP3psv9JpiMU55dINbfSzCdwpUr1PN58mPTJAZ6Gu+7RJxAPE55YppApDHKxnmO2JbN\nzD93CK9WJxSLYAHDq9Ubr0km2Xis3++c50gMDuCVSgT892O9WMar11kYmiDelcSr1UkP9hHpyuDq\ndUKZDmaeP0rHprWEezqpzM4T7eultrxM9uIUkVSMYDRCbG0/BIzS2CSBcJjpoyOkBjpxdY96pYoF\nGq91IByivJQnnIhSK1VI9HXi1eoU55bp3b2VUEcHhUvjRDo7qOXyhFJJJg+cwnmO7psHqGSLpDcN\ncOG7x+je2kdyfR/L58bp3L4JgPLC0uXPgeiaXoIdHVgqBZUKF7/xDNF0jHhPB4WZpcvXkXScSrZI\nMBKinC0RTcdwnodX8y6/hxMD3UT7+xrPf20/5bFJwp1pynOLxDcNEkil8ZYWmdl/hI5NaxvvrUKR\n0twyyYFuQqkk48+dYMuH3sHI15+iZ/s6Qsk4+fFZet+6F1cqs3RqhLmzk1TyFSLJCInuBMn+LspL\nOWJdaULJOMXpBTAjua6X0uwi0a405YUsqc3rwfOwcBhXrbI0dIlAKMjs6QmqxSprdgzgPEe8N0M4\nnSSUSTP34kmimRSZPTspDI2QG58lGGl8ZqfW9eBVa4SScWL9fUw/f4xoJkklW6Dv3t0EYjEmvr2f\ncrZMJNn4vCpnS4RiYSwQwKvV6dy8htJCltS6XoLxRk5DqST1QrHxOVgsUcmVLn+vBEJBAuEQoWSc\nymKW+aFJ1uzZQr1YgkAAM2P54jSJvgy1YrmxjW0bmDx4ho7BHnKTizjPY/LYFPHOKJsf3kGsv5fl\noYsEQkEq2cLlz1avWsMCjTyGUkkCsSjBVJrs8VNEe7rIj01TXspffl7dNw9Qr9SYH5pk07vuYWr/\nMfrv3dXoX6EwXrnEiT9/ko33bbv82Rxf28fy0CUAJo9eYt2dm4n1drJ8bpxaqUK1WGXDu+9vfM9U\nq8wfPk0oHvW/L370O1UwGiHc00k9V8CrVqku5/z+VSacilMvVUgM9FCeX4JAgIWhCWKZOGsevpfq\n9Azl2QXi6/rJDl8kkk5Qr9aI9XXjqlVqxXJjm2v6cKUyI3/3Q2KZONVCmURP6vJrXitViWaSRFIx\nCAQozS2TGuyj59f++NDVzo29GnrX7XXv/cxT17Tun3+xv+XxvpZVH0PpnBsB9vyE9m/wo0Lzyvbf\nBn57FUITERERWSWrc2Dz1fJTc9ggERERkTcLB5rlLSIiIiJNaLNZ3iooRURERFrgRplwcy1UUIqI\niIisuhvnkEDXQgWliIiIyCpzDpynMZQiIiIi0gSNoRQRERGRN87pXN4iIiIi0oRXzpTTLlpyLm8R\nERGRNzvPedd0aYaZ/SczO2VmR83sG/4prTGzzWZWNLPD/uUPr3jMXWZ2zMyGzOz3zcxeazsqKEVE\nRERWm1u1c3k/DdzmnLsdOEPjdNavGHbO7fUvn72i/cvAp4Bt/uWx19qICkoRERGRVea4tmKy2YLS\nOfeUc67m39wPDF5tfTNbC3Q45/a7xnGN/gp4/2ttRwWliIiISAs4567pAvSa2cErLp9+g5v818AT\nV9zeYmYvmdn3zOxBv209MHrFOqN+21VZOx1U80pbbtnnfusrB1hYhs60kY7XWS4ECQUdgQDc2z9M\nJj/Bd4r3U6kak3PwwC3LzJfinLoY5pYNNU5eDLGuDxaWjeMnlnjovjRPPj3Hf/iXZZ4+tZ5iybF9\no2PokvGzeybI1xKcX8wwmMnynSMp7r61xlw+QqnSGHpw5OUcP//OKlUvSLkeplQLslwM0ZWoMrEY\nZXbRsWNjjXItwKPuSc537+PZoX4G+2ocPgOP7CnxnSMxNqwNcXakzPRkjvvv6+HMcJlzp6d452Mb\n6UrVGUjn+ev/C7WqRyweorsnxjv2Fvg/z0W5e3eIQjlALOLoiFXJlkI4jPlsgL2DCyyUEhy/EKGn\n0xidrPP223Ocm+tgKWdsWlNleCLEJ/qeYLrnVn5wcSudyTpjs0Ee2T7GwbH1OAeRsGPkkseWwQCn\nhmvMzRZ4+P40Tzw1x+c+Ct871UsyYfR21ClWAjzUe4wjhR3kykGcg5PDde7eCdPLYUJBx+SMY+/N\nVZLhMuFAnWwlRrkeJB2pkK9GODocIhA0NvQ74hGPfYljPLd8O7lS4/XuS1fIlkIMjxqZjgD//9kp\nHnqon/klx/EjM7z1/jUcOrTAZz9QYzTbxZP/L8+unRlOn83x8XeVKdUj/NFX83zwvX0cPu3YcVOA\neMQjVwoSDXmcPAfvumOJi4sZxueCJOMQCTnWdxU5N5MgV3D0ZGA5b3xo3Q85GdjD0HSSSMixnDfu\n3LTEqakMfR1VFgshnIO6Z7x4NMfAQIJy2WPfDoeH8eyhGvfdEWZsNsjbt40StgovzWxmfUeOZw4n\nGBwI0Z+pMrUUJhxyHDqS54OPGJcWElyadAz0BhibqvPQ7gLn51LMLMDGfo+R8QCf2vgMZ5L7ODHZ\nRTzqMTIKP7NnntHlTuqeEQl6HDgBu7YFmZg1Ll0qcffeKBfG4dHd8xwb76VWh+50o0+8Z9tpRivr\nGZ5JcVNfjhfPJdk8UGcxH6JWh6WsIxw2bh0sMbEYxfOMbAGiEUhEHZNzEAnDmi7Hrr4p1haGeHL5\nAfIlo1B0dHUYkbBjdhF6MrCYNR68eZLFSprRxQSeB6dHavzze3M4jLMzGWYW4K6bCvREF4lS4kJh\nHV2xHPlqnKoX5OJcnOdeWGRgbZL7dnvsiJ9lOdBNyGrUCbJUTZEKFZkrd3BpPs72vmWy1Sj3zfwv\npjfew4nsVtLRCvtPxXlgZ5ZyPUzIPF4eTXHgwCzverSbVLTO8XNBtg5Cf6pAf3SGH45u4dRQmQfv\nDOAc3J46zUvZW8kWg+zsnyUaqBClRIUoy9U0AB3hLEUvxlwxTTJcJleJ0pdYZjTbxfRiiM6Ux8xi\ngI+lv8ls3w7+7sx2knHj4KFF3vfOBGfHI2zoq+M5qNaNwUyOl8c6mJmrc+sWY2QU3rtnlNlKF8+8\nGKded3R0hPjIzuM8O7uL8Rm4Y2uJyeUYqVid4bEgM7MV1q2Nsq6nTizscfhsgEgkQCxq3LaxgOG4\nOJ8gEnKUqwHWdZW4q/ZDjkbu5filJOEw3LFhnmSwwJmFtaSjFV4aibFxwDE1H+CZvz/L7rs3sfuW\nEIOZHBUvxMRSnMHOAoVqmLuCB/EsyKHqHYQCDs8ZG1PTTBZ7OD8bJ1+EWs3xkW2HuchWKl6IoNXJ\nVaL0J5YYy3VRrQeIhOoUKiHenf3vTGy+jyPzW1iTKjC2lOTBziOMBzYyXUiTCFcJGGyzU5zydjC+\nGGdtpsRgfJKu4gT5aBc5y+ARoKc2SaIwy7HYW8lVwgwklwjgWK4m2X8qTmcmwEBXjZ54gaoXZHwp\nQSLicfK88bN7pzk5u4bZxQAb1tQ4csb49O6DFCMdnCrcRK1unLoU4p5tBQ6fT3Dzuiq5coiRUbj9\nphoTCxGGL1TYNBjh5eNZPvnuMt872cPxl+d59OFunn8xz6/f/wLDyb3sH+7m/ptn2D/Sx2Bfje+/\nUCWdCTM1kWf3bRl2rM8zPJ2kJ11najFIOuHoTVUoVELM54L0Z6rcljpL7+hLHFjzfsq1EJNLUbpS\nNZLhKhfm4lRrMDpe5W131JlainLgcJ7dO1PMLng8dvssI4s9jM4EmJuvcfHcIh//QJJN0VGeGNrO\nrg15ABzGUjHKxHyQkfNFwpEgn3hwgiOzG7g4aWwccIyMwgM78wxNpwmHHF3Jxnfee4pfJfHIxw45\n5/a1rEgBOvtucw+8/+vXtO7ff2XXVeM1s2eAgZ9w1686577lr/OrwD7gA845Z2ZRIOWcmzOzu4Bv\nAruA7cCXnHPv8B/3IPAF59x7rhajZnmLiIiIrDKHwzU54eby3/KLv1djZp8E3gM86u/GxjlXBsr+\n8iEzG6ZRTI7xj3eLD/ptV6Vd3iIiIiKrbZUm5ZjZY8AvAe91zhWuaO8zs6C/vJXG5JsR59wEsGxm\nb/Fnd38c+NZrbUe/UIqIiIi0wCodh/IPgCjwtH/0n/3+jO63Ab9pZlXAAz7rnJv3H/NvgL8A4jTG\nXD7x43/0x6mgFBEREVl1ruljTF7TVpy7+VXaHwcef5X7DgK3vZ7tqKAUERERWWXOtdeZclRQioiI\niKw2B16t3uoorhsVlCIiIiKr7vrN8v5poIJSREREZJU5wNMubxERERF5wxw4T79QioiIiMgb1vwx\nJn+aqKAUERERaQGNoRQRERGRN8w511azvM0/pWPbMbMscLrVcbShXmC21UG0KeV25Si3K0e5XTnK\n7cq5xTmXbmUAZvYkjdf4Wsw65x5byXia1c4F5UHn3L5Wx9FulNeVo9yuHOV25Si3K0e5XTnK7fUX\naHUAIiIiInJjU0EpIiIiIk1p54Lyj1sdQJtSXleOcrtylNuVo9yuHOV25Si311nbjqEUERERkdXR\nzr9QioiIiMgqUEEpIiIiIk1pu4LSzB4zs9NmNmRmv9zqeNqJmZ03s2NmdtjMDrY6nhuZmf2ZmU2b\n2ctXtHWb2dNmdta/7mpljDeqV8ntF81szO+7h83s3a2M8UZkZhvM7LtmdsLMjpvZ5/0spDZhAAAE\ncUlEQVR29dsmXSW36rdNMrOYmb1gZkf83P6G377FzJ73a4X/aWaRVsd6o2urMZRmFgTOAO8ERoED\nwM855060NLA2YWbngX3OOR1ot0lm9jYgB/yVc+42v+0/AvPOuS/5/wx1Oee+0Mo4b0SvktsvAjnn\n3O+2MrYbmZmtBdY65140szRwCHg/8EnUb5tyldx+GPXbppiZAUnnXM7MwsCzwOeBfw/8jXPua2b2\nh8AR59yXWxnrja7dfqG8Bxhyzo045yrA14D3tTgmkX/COfd9YP7Hmt8H/KW//Jc0vlDkdXqV3EqT\nnHMTzrkX/eUscBJYj/pt066SW2mSa8j5N8P+xQGPAP/bb1e/vQ7araBcD1y64vYoelNeTw54yswO\nmdmnWx1MG+p3zk34y5NAfyuDaUP/zsyO+rvEtVu2CWa2GbgDeB712+vqx3IL6rdNM7OgmR0GpoGn\ngWFg0TlX81dRrXAdtFtBKSvrAefcncA/A/6tv2tRVoBrjEVpn/Eorfdl4CZgLzAB/F5rw7lxmVkK\neBz4Refc8pX3qd825yfkVv32OnDO1Z1ze4FBGnsyb21xSG2p3QrKMWDDFbcH/Ta5DpxzY/71NPAN\nGm9MuX6m/LFUr4ypmm5xPG3DOTflf6l4wJ+gvvuG+GPQHgf+h3Pub/xm9dvr4CflVv32+nLOLQLf\nBd4KdJpZyL9LtcJ10G4F5QFgmz97KwJ8FPjbFsfUFsws6Q8Wx8ySwM8AL1/9UfI6/S3wCX/5E8C3\nWhhLW3ml4PH9C9R3Xzd/csOfAiedc//5irvUb5v0arlVv22emfWZWae/HKcxafckjcLyQ/5q6rfX\nQVvN8gbwD6vwX4Eg8GfOud9pcUhtwcy20vhVEiAE/LVy+8aZ2VeBh4FeYAr4deCbwNeBjcAF4MPO\nOU0ueZ1eJbcP09ht6IDzwGeuGPcn18DMHgB+ABwDPL/5V2iM9VO/bcJVcvtzqN82xcxupzHpJkjj\nR7SvO+d+0/9O+xrQDbwEfMw5V25dpDe+tisoRURERGR1tdsubxERERFZZSooRURERKQpKihFRERE\npCkqKEVERESkKSooRURERKQpoddeRUTkp4uZ9QDf9m8OAHVgxr9dcM7d15LARETepHTYIBG5oZnZ\nF4Gcc+53Wx2LiMiblXZ5i0hbMbOcf/2wmX3PzL5lZiNm9iUz+3kze8HMjpnZTf56fWb2uJkd8C/3\nt/YZiIjceFRQikg72wN8FtgB/Ctgu3PuHuArwOf8df4b8F+cc3cDH/TvExGR10FjKEWknR145VR1\nZjYMPOW3HwPe7i+/A9jZOJ0yAB1mlnLO5VY1UhGRG5gKShFpZ1eem9e74rbHjz7/AsBbnHOl1QxM\nRKSdaJe3iLzZPcWPdn9jZntbGIuIyA1JBaWIvNn9ArDPzI6a2QkaYy5FROR10GGDRERERKQp+oVS\nRERERJqiglJEREREmqKCUkRERESaooJSRERERJqiglJEREREmqKCUkRERESaooJSRERERJryDw/N\nzTNxusNdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feacc7ec8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('genres/hiphop/hiphop.00098.au')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rsyLM15eoNyeoCCk2aNVRDVurhTXsNDtgvXcXcdyQZheoxjWiShjXBAaLI42M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\nQQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feacc6db240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_mfcc('genres/hiphop/hiphop.00028.au')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def extract_features_song(f):\n",
    "    y, _ = librosa.load(f)\n",
    "\n",
    "    # get Mel-frequency cepstral coefficients\n",
    "    mfcc = librosa.feature.mfcc(y)\n",
    "    # normalize values between -1,1 (divide by max)\n",
    "    mfcc /= np.amax(np.absolute(mfcc))\n",
    "\n",
    "    return np.ndarray.flatten(mfcc)[:25000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generate_features_and_labels():\n",
    "    all_features = []\n",
    "    all_labels = []\n",
    "\n",
    "    genres = ['blues', 'classical', 'country', 'disco', 'hiphop', 'jazz', 'metal', 'pop', 'reggae', 'rock']\n",
    "    for genre in genres:\n",
    "        sound_files = glob.glob('genres/'+genre+'/*.au')\n",
    "        print('Processing %d songs in %s genre...' % (len(sound_files), genre))\n",
    "        for f in sound_files:\n",
    "            features = extract_features_song(f)\n",
    "            all_features.append(features)\n",
    "            all_labels.append(genre)\n",
    "\n",
    "    # convert labels to one-hot encoding\n",
    "    label_uniq_ids, label_row_ids = np.unique(all_labels, return_inverse=True)\n",
    "    label_row_ids = label_row_ids.astype(np.int32, copy=False)\n",
    "    onehot_labels = to_categorical(label_row_ids, len(label_uniq_ids))\n",
    "    return np.stack(all_features), onehot_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 100 songs in blues genre...\n",
      "Processing 100 songs in classical genre...\n",
      "Processing 100 songs in country genre...\n",
      "Processing 100 songs in disco genre...\n",
      "Processing 100 songs in hiphop genre...\n",
      "Processing 100 songs in jazz genre...\n",
      "Processing 100 songs in metal genre...\n",
      "Processing 100 songs in pop genre...\n",
      "Processing 100 songs in reggae genre...\n",
      "Processing 100 songs in rock genre...\n"
     ]
    }
   ],
   "source": [
    "features, labels = generate_features_and_labels()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 25000)\n",
      "(1000, 10)\n",
      "(800, 25010)\n",
      "(200, 25010)\n",
      "(800, 25000)\n",
      "(800, 10)\n"
     ]
    }
   ],
   "source": [
    "print(np.shape(features))\n",
    "print(np.shape(labels))\n",
    "\n",
    "training_split = 0.8\n",
    "\n",
    "# last column has genre, turn it into unique ids\n",
    "alldata = np.column_stack((features, labels))\n",
    "\n",
    "np.random.shuffle(alldata)\n",
    "splitidx = int(len(alldata) * training_split)\n",
    "train, test = alldata[:splitidx,:], alldata[splitidx:,:]\n",
    "\n",
    "print(np.shape(train))\n",
    "print(np.shape(test))\n",
    "\n",
    "train_input = train[:,:-10]\n",
    "train_labels = train[:,-10:]\n",
    "\n",
    "test_input = test[:,:-10]\n",
    "test_labels = test[:,-10:]\n",
    "\n",
    "print(np.shape(train_input))\n",
    "print(np.shape(train_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_1 (Dense)              (None, 100)               2500100   \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 100)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 10)                1010      \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 10)                0         \n",
      "=================================================================\n",
      "Total params: 2,501,110\n",
      "Trainable params: 2,501,110\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n",
      "Train on 640 samples, validate on 160 samples\n",
      "Epoch 1/10\n",
      "640/640 [==============================] - 2s 3ms/step - loss: 2.0585 - acc: 0.2906 - val_loss: 1.7780 - val_acc: 0.3187\n",
      "Epoch 2/10\n",
      "640/640 [==============================] - 0s 720us/step - loss: 1.4080 - acc: 0.5031 - val_loss: 1.5680 - val_acc: 0.4562\n",
      "Epoch 3/10\n",
      "640/640 [==============================] - 0s 723us/step - loss: 1.1128 - acc: 0.6281 - val_loss: 1.5202 - val_acc: 0.4625\n",
      "Epoch 4/10\n",
      "640/640 [==============================] - 0s 697us/step - loss: 0.8968 - acc: 0.7422 - val_loss: 1.4163 - val_acc: 0.5062\n",
      "Epoch 5/10\n",
      "640/640 [==============================] - 0s 707us/step - loss: 0.7990 - acc: 0.7734 - val_loss: 1.9091 - val_acc: 0.4625\n",
      "Epoch 6/10\n",
      "640/640 [==============================] - 0s 712us/step - loss: 0.6336 - acc: 0.8266 - val_loss: 1.4158 - val_acc: 0.5375\n",
      "Epoch 7/10\n",
      "640/640 [==============================] - 0s 690us/step - loss: 0.4935 - acc: 0.9031 - val_loss: 1.4425 - val_acc: 0.5188\n",
      "Epoch 8/10\n",
      "640/640 [==============================] - 0s 717us/step - loss: 0.3547 - acc: 0.9500 - val_loss: 1.4821 - val_acc: 0.4813\n",
      "Epoch 9/10\n",
      "640/640 [==============================] - 0s 710us/step - loss: 0.2855 - acc: 0.9672 - val_loss: 1.4005 - val_acc: 0.5312\n",
      "Epoch 10/10\n",
      "640/640 [==============================] - 0s 706us/step - loss: 0.2247 - acc: 0.9891 - val_loss: 1.4223 - val_acc: 0.4938\n",
      "200/200 [==============================] - 0s 452us/step\n",
      "Done!\n",
      "Loss: 1.5206, accuracy: 0.5250\n"
     ]
    }
   ],
   "source": [
    "model = Sequential([\n",
    "    Dense(100, input_dim=np.shape(train_input)[1]),\n",
    "    Activation('relu'),\n",
    "    Dense(10),\n",
    "    Activation('softmax'),\n",
    "    ])\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "              loss='categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "print(model.summary())\n",
    "\n",
    "model.fit(train_input, train_labels, epochs=10, batch_size=32,\n",
    "          validation_split=0.2)\n",
    "\n",
    "loss, acc = model.evaluate(test_input, test_labels, batch_size=32)\n",
    "\n",
    "print(\"Done!\")\n",
    "print(\"Loss: %.4f, accuracy: %.4f\" % (loss, acc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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